{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da05e229-68dd-4589-b652-0f349ceb3a69",
   "metadata": {
    "collapsed": true,
    "execution": {
     "iopub.execute_input": "2022-06-01T01:32:03.847493Z",
     "iopub.status.busy": "2022-06-01T01:32:03.847247Z"
    },
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Namespace(n_epochs=200, batch_size=64, lr=5e-05, n_cpu=8, latent_dim=100, img_size=28, channels=1, n_critic=5, clip_value=0.1, sample_interval=400)\n",
      "[Epoch 0/200] [Batch 0/938] [D loss: 0.077269] [G loss: -0.020394]\n",
      "[Epoch 0/200] [Batch 5/938] [D loss: -4.603220] [G loss: -0.053184]\n",
      "[Epoch 0/200] [Batch 10/938] [D loss: -11.669156] [G loss: -0.199041]\n",
      "[Epoch 0/200] [Batch 15/938] [D loss: -20.381794] [G loss: -0.542637]\n",
      "[Epoch 0/200] [Batch 20/938] [D loss: -30.238462] [G loss: -1.086455]\n",
      "[Epoch 0/200] [Batch 25/938] [D loss: -40.305573] [G loss: -1.871789]\n",
      "[Epoch 0/200] [Batch 30/938] [D loss: -50.076038] [G loss: -3.001527]\n",
      "[Epoch 0/200] [Batch 35/938] [D loss: -59.273441] [G loss: -4.390541]\n",
      "[Epoch 0/200] [Batch 40/938] [D loss: -73.141167] [G loss: -6.298418]\n",
      "[Epoch 0/200] [Batch 45/938] [D loss: -82.240044] [G loss: -8.620239]\n",
      "[Epoch 0/200] [Batch 50/938] [D loss: -93.640427] [G loss: -11.075392]\n",
      "[Epoch 0/200] [Batch 55/938] [D loss: -103.964211] [G loss: -13.954330]\n",
      "[Epoch 0/200] [Batch 60/938] [D loss: -116.562958] [G loss: -17.944967]\n",
      "[Epoch 0/200] [Batch 65/938] [D loss: -127.718163] [G loss: -22.401398]\n",
      "[Epoch 0/200] [Batch 70/938] [D loss: -139.251038] [G loss: -27.474192]\n",
      "[Epoch 0/200] [Batch 75/938] [D loss: -149.329514] [G loss: -32.097687]\n",
      "[Epoch 0/200] [Batch 80/938] [D loss: -156.401031] [G loss: -38.676266]\n",
      "[Epoch 0/200] [Batch 85/938] [D loss: -169.614822] [G loss: -46.768997]\n",
      "[Epoch 0/200] [Batch 90/938] [D loss: -181.241409] [G loss: -52.166122]\n",
      "[Epoch 0/200] [Batch 95/938] [D loss: -189.029144] [G loss: -62.479019]\n",
      "[Epoch 0/200] [Batch 100/938] [D loss: -198.452225] [G loss: -70.426826]\n",
      "[Epoch 0/200] [Batch 105/938] [D loss: -195.458710] [G loss: -80.312531]\n",
      "[Epoch 0/200] [Batch 110/938] [D loss: -205.228027] [G loss: -94.652687]\n",
      "[Epoch 0/200] [Batch 115/938] [D loss: -217.771667] [G loss: -102.941750]\n",
      "[Epoch 0/200] [Batch 120/938] [D loss: -220.207321] [G loss: -116.584969]\n",
      "[Epoch 0/200] [Batch 125/938] [D loss: -216.632538] [G loss: -130.159286]\n",
      "[Epoch 0/200] [Batch 130/938] [D loss: -216.345795] [G loss: -145.614792]\n",
      "[Epoch 0/200] [Batch 135/938] [D loss: -221.270203] [G loss: -167.838623]\n",
      "[Epoch 0/200] [Batch 140/938] [D loss: -238.252289] [G loss: -173.930603]\n",
      "[Epoch 0/200] [Batch 145/938] [D loss: -238.417969] [G loss: -191.112762]\n",
      "[Epoch 0/200] [Batch 150/938] [D loss: -239.867920] [G loss: -206.535645]\n",
      "[Epoch 0/200] [Batch 155/938] [D loss: -230.025162] [G loss: -228.968262]\n",
      "[Epoch 0/200] [Batch 160/938] [D loss: -226.728775] [G loss: -242.793488]\n",
      "[Epoch 0/200] [Batch 165/938] [D loss: -225.483673] [G loss: -258.468079]\n",
      "[Epoch 0/200] [Batch 170/938] [D loss: -223.074738] [G loss: -283.577911]\n",
      "[Epoch 0/200] [Batch 175/938] [D loss: -205.294861] [G loss: -311.244202]\n",
      "[Epoch 0/200] [Batch 180/938] [D loss: -232.313171] [G loss: -314.073395]\n",
      "[Epoch 0/200] [Batch 185/938] [D loss: -198.278778] [G loss: -352.077423]\n",
      "[Epoch 0/200] [Batch 190/938] [D loss: -205.208893] [G loss: -364.970306]\n",
      "[Epoch 0/200] [Batch 195/938] [D loss: -219.892242] [G loss: -375.696136]\n",
      "[Epoch 0/200] [Batch 200/938] [D loss: -192.418335] [G loss: -400.176422]\n",
      "[Epoch 0/200] [Batch 205/938] [D loss: -186.106873] [G loss: -430.196106]\n",
      "[Epoch 0/200] [Batch 210/938] [D loss: -142.858276] [G loss: -468.966827]\n",
      "[Epoch 0/200] [Batch 215/938] [D loss: -180.728058] [G loss: -449.215454]\n",
      "[Epoch 0/200] [Batch 220/938] [D loss: -144.439301] [G loss: -488.813324]\n",
      "[Epoch 0/200] [Batch 225/938] [D loss: -156.257751] [G loss: -500.112183]\n",
      "[Epoch 0/200] [Batch 230/938] [D loss: -162.186737] [G loss: -507.413940]\n",
      "[Epoch 0/200] [Batch 235/938] [D loss: -147.987427] [G loss: -534.863159]\n",
      "[Epoch 0/200] [Batch 240/938] [D loss: -145.000122] [G loss: -552.505493]\n",
      "[Epoch 0/200] [Batch 245/938] [D loss: -106.807373] [G loss: -594.220581]\n",
      "[Epoch 0/200] [Batch 250/938] [D loss: -131.125916] [G loss: -583.490356]\n",
      "[Epoch 0/200] [Batch 255/938] [D loss: -117.527161] [G loss: -610.051636]\n",
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      "[Epoch 0/200] [Batch 290/938] [D loss: -98.942383] [G loss: -699.306824]\n",
      "[Epoch 0/200] [Batch 295/938] [D loss: -114.641785] [G loss: -685.325256]\n",
      "[Epoch 0/200] [Batch 300/938] [D loss: -73.207764] [G loss: -727.642822]\n",
      "[Epoch 0/200] [Batch 305/938] [D loss: -85.418091] [G loss: -729.403931]\n",
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      "[Epoch 0/200] [Batch 320/938] [D loss: -69.709473] [G loss: -766.153076]\n",
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      "[Epoch 0/200] [Batch 335/938] [D loss: -95.046021] [G loss: -773.688538]\n",
      "[Epoch 0/200] [Batch 340/938] [D loss: -71.432129] [G loss: -806.315063]\n",
      "[Epoch 0/200] [Batch 345/938] [D loss: -45.776062] [G loss: -827.862854]\n",
      "[Epoch 0/200] [Batch 350/938] [D loss: -83.766602] [G loss: -805.834717]\n",
      "[Epoch 0/200] [Batch 355/938] [D loss: -83.926392] [G loss: -817.311462]\n",
      "[Epoch 0/200] [Batch 360/938] [D loss: -90.701355] [G loss: -813.251770]\n",
      "[Epoch 0/200] [Batch 365/938] [D loss: -53.973389] [G loss: -853.490356]\n",
      "[Epoch 0/200] [Batch 370/938] [D loss: -75.310242] [G loss: -843.478943]\n",
      "[Epoch 0/200] [Batch 375/938] [D loss: -65.603088] [G loss: -858.591919]\n",
      "[Epoch 0/200] [Batch 380/938] [D loss: -84.536804] [G loss: -849.458130]\n",
      "[Epoch 0/200] [Batch 385/938] [D loss: -74.027527] [G loss: -871.785950]\n",
      "[Epoch 0/200] [Batch 390/938] [D loss: -63.797668] [G loss: -880.160034]\n",
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      "[Epoch 0/200] [Batch 400/938] [D loss: -62.197998] [G loss: -893.471313]\n",
      "[Epoch 0/200] [Batch 405/938] [D loss: -74.733826] [G loss: -885.091675]\n",
      "[Epoch 0/200] [Batch 410/938] [D loss: -58.288635] [G loss: -916.613525]\n",
      "[Epoch 0/200] [Batch 415/938] [D loss: -51.970093] [G loss: -918.995972]\n",
      "[Epoch 0/200] [Batch 420/938] [D loss: -55.236145] [G loss: -925.900818]\n",
      "[Epoch 0/200] [Batch 425/938] [D loss: -54.901672] [G loss: -933.433044]\n",
      "[Epoch 0/200] [Batch 430/938] [D loss: -59.375427] [G loss: -946.926758]\n",
      "[Epoch 0/200] [Batch 435/938] [D loss: -49.332764] [G loss: -947.893005]\n",
      "[Epoch 0/200] [Batch 440/938] [D loss: -61.904907] [G loss: -952.649170]\n",
      "[Epoch 0/200] [Batch 445/938] [D loss: -68.308411] [G loss: -957.152466]\n",
      "[Epoch 0/200] [Batch 450/938] [D loss: -51.207031] [G loss: -969.982056]\n",
      "[Epoch 0/200] [Batch 455/938] [D loss: -69.284668] [G loss: -967.214966]\n",
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      "[Epoch 0/200] [Batch 495/938] [D loss: -53.478027] [G loss: -1031.536743]\n",
      "[Epoch 0/200] [Batch 500/938] [D loss: -63.800171] [G loss: -1036.647705]\n",
      "[Epoch 0/200] [Batch 505/938] [D loss: -57.052734] [G loss: -1042.027832]\n",
      "[Epoch 0/200] [Batch 510/938] [D loss: -47.260986] [G loss: -1050.186401]\n",
      "[Epoch 0/200] [Batch 515/938] [D loss: -58.491943] [G loss: -1060.680664]\n",
      "[Epoch 0/200] [Batch 520/938] [D loss: -54.002075] [G loss: -1065.418091]\n",
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      "[Epoch 0/200] [Batch 530/938] [D loss: -63.564819] [G loss: -1081.406494]\n",
      "[Epoch 0/200] [Batch 535/938] [D loss: -46.563354] [G loss: -1099.942017]\n",
      "[Epoch 0/200] [Batch 540/938] [D loss: -65.967041] [G loss: -1090.834473]\n",
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      "[Epoch 0/200] [Batch 555/938] [D loss: -47.317383] [G loss: -1129.927246]\n",
      "[Epoch 0/200] [Batch 560/938] [D loss: -47.846680] [G loss: -1133.435059]\n",
      "[Epoch 0/200] [Batch 565/938] [D loss: -63.323120] [G loss: -1129.821533]\n",
      "[Epoch 0/200] [Batch 570/938] [D loss: -41.553589] [G loss: -1153.462280]\n",
      "[Epoch 0/200] [Batch 575/938] [D loss: -47.750854] [G loss: -1157.228882]\n",
      "[Epoch 0/200] [Batch 580/938] [D loss: -66.698730] [G loss: -1155.408203]\n",
      "[Epoch 0/200] [Batch 585/938] [D loss: -57.555664] [G loss: -1168.726074]\n",
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      "[Epoch 0/200] [Batch 600/938] [D loss: -58.283936] [G loss: -1192.851074]\n",
      "[Epoch 0/200] [Batch 605/938] [D loss: -40.815430] [G loss: -1212.794189]\n",
      "[Epoch 0/200] [Batch 610/938] [D loss: -44.362061] [G loss: -1221.118286]\n",
      "[Epoch 0/200] [Batch 615/938] [D loss: -42.661377] [G loss: -1232.348633]\n",
      "[Epoch 0/200] [Batch 620/938] [D loss: -57.211060] [G loss: -1240.786133]\n",
      "[Epoch 0/200] [Batch 625/938] [D loss: -32.881226] [G loss: -1242.042236]\n",
      "[Epoch 0/200] [Batch 630/938] [D loss: -41.763550] [G loss: -1252.096313]\n",
      "[Epoch 0/200] [Batch 635/938] [D loss: -40.873657] [G loss: -1260.277344]\n",
      "[Epoch 0/200] [Batch 640/938] [D loss: -28.394287] [G loss: -1268.555054]\n",
      "[Epoch 0/200] [Batch 645/938] [D loss: -50.504639] [G loss: -1272.495361]\n",
      "[Epoch 0/200] [Batch 650/938] [D loss: -41.664795] [G loss: -1285.586426]\n",
      "[Epoch 0/200] [Batch 655/938] [D loss: -33.147949] [G loss: -1294.179199]\n",
      "[Epoch 0/200] [Batch 660/938] [D loss: -49.989136] [G loss: -1295.936890]\n",
      "[Epoch 0/200] [Batch 665/938] [D loss: -44.562622] [G loss: -1313.971680]\n",
      "[Epoch 0/200] [Batch 670/938] [D loss: -34.736084] [G loss: -1320.261719]\n",
      "[Epoch 0/200] [Batch 675/938] [D loss: -37.582886] [G loss: -1324.128174]\n",
      "[Epoch 0/200] [Batch 680/938] [D loss: -26.531006] [G loss: -1331.806885]\n",
      "[Epoch 0/200] [Batch 685/938] [D loss: -40.727661] [G loss: -1342.026367]\n",
      "[Epoch 0/200] [Batch 690/938] [D loss: -30.332031] [G loss: -1356.623169]\n",
      "[Epoch 0/200] [Batch 695/938] [D loss: -43.778809] [G loss: -1358.571777]\n",
      "[Epoch 0/200] [Batch 700/938] [D loss: -37.535767] [G loss: -1371.917725]\n",
      "[Epoch 0/200] [Batch 705/938] [D loss: -39.380859] [G loss: -1381.843018]\n",
      "[Epoch 0/200] [Batch 710/938] [D loss: -21.117065] [G loss: -1386.575317]\n",
      "[Epoch 0/200] [Batch 715/938] [D loss: -24.045654] [G loss: -1400.511108]\n",
      "[Epoch 0/200] [Batch 720/938] [D loss: -35.023438] [G loss: -1408.385620]\n",
      "[Epoch 0/200] [Batch 725/938] [D loss: -43.353516] [G loss: -1414.242920]\n",
      "[Epoch 0/200] [Batch 730/938] [D loss: -36.408936] [G loss: -1422.982666]\n",
      "[Epoch 0/200] [Batch 735/938] [D loss: -10.510986] [G loss: -1429.899902]\n",
      "[Epoch 0/200] [Batch 740/938] [D loss: -49.777344] [G loss: -1437.721069]\n",
      "[Epoch 0/200] [Batch 745/938] [D loss: -22.386841] [G loss: -1449.091309]\n",
      "[Epoch 0/200] [Batch 750/938] [D loss: -27.464111] [G loss: -1453.373169]\n",
      "[Epoch 0/200] [Batch 755/938] [D loss: -42.899292] [G loss: -1461.105347]\n",
      "[Epoch 0/200] [Batch 760/938] [D loss: -33.061646] [G loss: -1470.560059]\n",
      "[Epoch 0/200] [Batch 765/938] [D loss: -36.947632] [G loss: -1481.481812]\n",
      "[Epoch 0/200] [Batch 770/938] [D loss: -36.244385] [G loss: -1492.364502]\n",
      "[Epoch 0/200] [Batch 775/938] [D loss: -20.056152] [G loss: -1498.524658]\n",
      "[Epoch 0/200] [Batch 780/938] [D loss: -37.559570] [G loss: -1507.778442]\n",
      "[Epoch 0/200] [Batch 785/938] [D loss: -28.464478] [G loss: -1517.527832]\n",
      "[Epoch 0/200] [Batch 790/938] [D loss: -53.609253] [G loss: -1530.267212]\n",
      "[Epoch 0/200] [Batch 795/938] [D loss: -31.908447] [G loss: -1539.329224]\n",
      "[Epoch 0/200] [Batch 800/938] [D loss: -34.835693] [G loss: -1549.351807]\n",
      "[Epoch 0/200] [Batch 805/938] [D loss: -40.897583] [G loss: -1558.636353]\n",
      "[Epoch 0/200] [Batch 810/938] [D loss: -30.903320] [G loss: -1562.598389]\n",
      "[Epoch 0/200] [Batch 815/938] [D loss: -30.207642] [G loss: -1574.659302]\n",
      "[Epoch 0/200] [Batch 820/938] [D loss: -34.348389] [G loss: -1589.762207]\n",
      "[Epoch 0/200] [Batch 825/938] [D loss: -19.604980] [G loss: -1594.696777]\n",
      "[Epoch 0/200] [Batch 830/938] [D loss: -48.968140] [G loss: -1602.583984]\n",
      "[Epoch 0/200] [Batch 835/938] [D loss: -33.776123] [G loss: -1616.674805]\n",
      "[Epoch 0/200] [Batch 840/938] [D loss: -26.547852] [G loss: -1622.493530]\n",
      "[Epoch 0/200] [Batch 845/938] [D loss: -33.018555] [G loss: -1632.451050]\n",
      "[Epoch 0/200] [Batch 850/938] [D loss: -36.743774] [G loss: -1642.578735]\n",
      "[Epoch 0/200] [Batch 855/938] [D loss: -28.654785] [G loss: -1651.284668]\n",
      "[Epoch 0/200] [Batch 860/938] [D loss: -26.994873] [G loss: -1661.681641]\n",
      "[Epoch 0/200] [Batch 865/938] [D loss: -33.642090] [G loss: -1674.619995]\n",
      "[Epoch 0/200] [Batch 870/938] [D loss: -28.966553] [G loss: -1685.159058]\n",
      "[Epoch 0/200] [Batch 875/938] [D loss: -26.283569] [G loss: -1695.633301]\n",
      "[Epoch 0/200] [Batch 880/938] [D loss: -8.354614] [G loss: -1703.373779]\n",
      "[Epoch 0/200] [Batch 885/938] [D loss: -32.866089] [G loss: -1711.036865]\n",
      "[Epoch 0/200] [Batch 890/938] [D loss: -31.537354] [G loss: -1721.742554]\n",
      "[Epoch 0/200] [Batch 895/938] [D loss: -26.424316] [G loss: -1729.792969]\n",
      "[Epoch 0/200] [Batch 900/938] [D loss: -49.805664] [G loss: -1746.527100]\n",
      "[Epoch 0/200] [Batch 905/938] [D loss: -27.068848] [G loss: -1760.491211]\n",
      "[Epoch 0/200] [Batch 910/938] [D loss: -21.405151] [G loss: -1765.049561]\n",
      "[Epoch 0/200] [Batch 915/938] [D loss: -33.543457] [G loss: -1782.258667]\n",
      "[Epoch 0/200] [Batch 920/938] [D loss: -16.103027] [G loss: -1792.056030]\n",
      "[Epoch 0/200] [Batch 925/938] [D loss: -28.383667] [G loss: -1804.713135]\n",
      "[Epoch 0/200] [Batch 930/938] [D loss: -44.004883] [G loss: -1817.500732]\n",
      "[Epoch 0/200] [Batch 935/938] [D loss: -30.924072] [G loss: -1831.416992]\n",
      "[Epoch 1/200] [Batch 0/938] [D loss: -13.128906] [G loss: -1838.515137]\n",
      "[Epoch 1/200] [Batch 5/938] [D loss: -21.505371] [G loss: -1852.516357]\n",
      "[Epoch 1/200] [Batch 10/938] [D loss: -25.711792] [G loss: -1864.326172]\n",
      "[Epoch 1/200] [Batch 15/938] [D loss: -31.875854] [G loss: -1872.395630]\n",
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      "[Epoch 1/200] [Batch 640/938] [D loss: -32.129395] [G loss: -2296.343994]\n",
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      "[Epoch 1/200] [Batch 665/938] [D loss: -34.100586] [G loss: -2394.564941]\n",
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      "[Epoch 1/200] [Batch 710/938] [D loss: -24.748047] [G loss: -2572.801758]\n",
      "[Epoch 1/200] [Batch 715/938] [D loss: -32.489502] [G loss: -2593.128906]\n",
      "[Epoch 1/200] [Batch 720/938] [D loss: -25.829590] [G loss: -2618.869873]\n",
      "[Epoch 1/200] [Batch 725/938] [D loss: -23.251465] [G loss: -2637.244385]\n",
      "[Epoch 1/200] [Batch 730/938] [D loss: -28.712402] [G loss: -2661.425537]\n",
      "[Epoch 1/200] [Batch 735/938] [D loss: -29.216553] [G loss: -2678.847656]\n",
      "[Epoch 1/200] [Batch 740/938] [D loss: -45.000732] [G loss: -2701.416748]\n",
      "[Epoch 1/200] [Batch 745/938] [D loss: -23.707275] [G loss: -2715.158203]\n",
      "[Epoch 1/200] [Batch 750/938] [D loss: -32.411377] [G loss: -2736.161133]\n",
      "[Epoch 1/200] [Batch 755/938] [D loss: -38.232666] [G loss: -2755.306885]\n",
      "[Epoch 1/200] [Batch 760/938] [D loss: -25.706299] [G loss: -2775.569336]\n",
      "[Epoch 1/200] [Batch 765/938] [D loss: -38.500977] [G loss: -2792.927246]\n",
      "[Epoch 1/200] [Batch 770/938] [D loss: -23.160156] [G loss: -2810.336426]\n",
      "[Epoch 1/200] [Batch 775/938] [D loss: -29.398438] [G loss: -2823.472168]\n",
      "[Epoch 1/200] [Batch 780/938] [D loss: -8.960938] [G loss: -2841.718750]\n",
      "[Epoch 1/200] [Batch 785/938] [D loss: -33.306152] [G loss: -2854.008301]\n",
      "[Epoch 1/200] [Batch 790/938] [D loss: -11.998047] [G loss: -2878.773438]\n",
      "[Epoch 1/200] [Batch 795/938] [D loss: -33.037842] [G loss: -2896.106934]\n",
      "[Epoch 1/200] [Batch 800/938] [D loss: -18.139648] [G loss: -2901.190430]\n",
      "[Epoch 1/200] [Batch 805/938] [D loss: -24.785645] [G loss: -2922.503906]\n",
      "[Epoch 1/200] [Batch 810/938] [D loss: -34.625488] [G loss: -2943.651367]\n",
      "[Epoch 1/200] [Batch 815/938] [D loss: -17.571777] [G loss: -2963.551270]\n",
      "[Epoch 1/200] [Batch 820/938] [D loss: -18.130615] [G loss: -2978.086426]\n",
      "[Epoch 1/200] [Batch 825/938] [D loss: -14.007568] [G loss: -2985.295654]\n",
      "[Epoch 1/200] [Batch 830/938] [D loss: -17.768799] [G loss: -2991.488037]\n",
      "[Epoch 1/200] [Batch 835/938] [D loss: -24.397949] [G loss: -3003.883301]\n",
      "[Epoch 1/200] [Batch 840/938] [D loss: -20.172119] [G loss: -3020.678711]\n",
      "[Epoch 1/200] [Batch 845/938] [D loss: -19.476074] [G loss: -3033.709961]\n",
      "[Epoch 1/200] [Batch 850/938] [D loss: -23.325928] [G loss: -3042.087891]\n",
      "[Epoch 1/200] [Batch 855/938] [D loss: -15.705078] [G loss: -3065.105469]\n",
      "[Epoch 1/200] [Batch 860/938] [D loss: -5.765869] [G loss: -3069.801270]\n",
      "[Epoch 1/200] [Batch 865/938] [D loss: -21.770996] [G loss: -3073.447021]\n",
      "[Epoch 1/200] [Batch 870/938] [D loss: -17.341309] [G loss: -3087.713623]\n",
      "[Epoch 1/200] [Batch 875/938] [D loss: 4.378174] [G loss: -3080.227295]\n",
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      "[Epoch 1/200] [Batch 885/938] [D loss: 1.897705] [G loss: -3090.621094]\n",
      "[Epoch 1/200] [Batch 890/938] [D loss: -5.031738] [G loss: -3089.410156]\n",
      "[Epoch 1/200] [Batch 895/938] [D loss: -15.345459] [G loss: -3093.797852]\n",
      "[Epoch 1/200] [Batch 900/938] [D loss: 6.742920] [G loss: -3092.940674]\n",
      "[Epoch 1/200] [Batch 905/938] [D loss: -14.118164] [G loss: -3090.574707]\n",
      "[Epoch 1/200] [Batch 910/938] [D loss: 5.063721] [G loss: -3090.458008]\n",
      "[Epoch 1/200] [Batch 915/938] [D loss: 0.683350] [G loss: -3085.642334]\n",
      "[Epoch 1/200] [Batch 920/938] [D loss: 2.847168] [G loss: -3076.220215]\n",
      "[Epoch 1/200] [Batch 925/938] [D loss: 4.227051] [G loss: -3070.707031]\n",
      "[Epoch 1/200] [Batch 930/938] [D loss: 6.293945] [G loss: -3060.385498]\n",
      "[Epoch 1/200] [Batch 935/938] [D loss: -3.692139] [G loss: -3059.629883]\n",
      "[Epoch 2/200] [Batch 0/938] [D loss: 6.629639] [G loss: -3057.385986]\n",
      "[Epoch 2/200] [Batch 5/938] [D loss: 17.070068] [G loss: -3043.852783]\n",
      "[Epoch 2/200] [Batch 10/938] [D loss: 13.039795] [G loss: -3025.040039]\n",
      "[Epoch 2/200] [Batch 15/938] [D loss: 25.740723] [G loss: -3001.995361]\n",
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      "[Epoch 2/200] [Batch 35/938] [D loss: 4.838867] [G loss: -2948.795654]\n",
      "[Epoch 2/200] [Batch 40/938] [D loss: 13.004883] [G loss: -2933.284668]\n",
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      "[Epoch 2/200] [Batch 50/938] [D loss: 8.546143] [G loss: -2886.616211]\n",
      "[Epoch 2/200] [Batch 55/938] [D loss: 11.351807] [G loss: -2869.772949]\n",
      "[Epoch 2/200] [Batch 60/938] [D loss: 27.855957] [G loss: -2856.298340]\n",
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      "[Epoch 2/200] [Batch 560/938] [D loss: 3.627686] [G loss: -2803.490479]\n",
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      "[Epoch 2/200] [Batch 640/938] [D loss: 35.175781] [G loss: -2545.200928]\n",
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      "[Epoch 2/200] [Batch 660/938] [D loss: 31.799072] [G loss: -2467.005615]\n",
      "[Epoch 2/200] [Batch 665/938] [D loss: 32.778564] [G loss: -2448.602539]\n",
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      "[Epoch 2/200] [Batch 685/938] [D loss: 31.367676] [G loss: -2384.588135]\n",
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      "[Epoch 2/200] [Batch 710/938] [D loss: 28.846191] [G loss: -2320.824707]\n",
      "[Epoch 2/200] [Batch 715/938] [D loss: 31.955322] [G loss: -2308.791992]\n",
      "[Epoch 2/200] [Batch 720/938] [D loss: 28.384277] [G loss: -2298.888184]\n",
      "[Epoch 2/200] [Batch 725/938] [D loss: 31.184570] [G loss: -2291.002930]\n",
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      "[Epoch 2/200] [Batch 735/938] [D loss: 24.509766] [G loss: -2271.549072]\n",
      "[Epoch 2/200] [Batch 740/938] [D loss: 28.026855] [G loss: -2264.370605]\n",
      "[Epoch 2/200] [Batch 745/938] [D loss: 29.737793] [G loss: -2255.971436]\n",
      "[Epoch 2/200] [Batch 750/938] [D loss: 30.756836] [G loss: -2252.022949]\n",
      "[Epoch 2/200] [Batch 755/938] [D loss: 24.887207] [G loss: -2244.863281]\n",
      "[Epoch 2/200] [Batch 760/938] [D loss: 17.085205] [G loss: -2240.695557]\n",
      "[Epoch 2/200] [Batch 765/938] [D loss: 19.643311] [G loss: -2235.471680]\n",
      "[Epoch 2/200] [Batch 770/938] [D loss: 16.723389] [G loss: -2235.573730]\n",
      "[Epoch 2/200] [Batch 775/938] [D loss: 13.039551] [G loss: -2235.350830]\n",
      "[Epoch 2/200] [Batch 780/938] [D loss: 15.901611] [G loss: -2233.909668]\n",
      "[Epoch 2/200] [Batch 785/938] [D loss: 12.176025] [G loss: -2235.371582]\n",
      "[Epoch 2/200] [Batch 790/938] [D loss: 7.681885] [G loss: -2235.384766]\n",
      "[Epoch 2/200] [Batch 795/938] [D loss: 7.675537] [G loss: -2237.743896]\n",
      "[Epoch 2/200] [Batch 800/938] [D loss: 5.669434] [G loss: -2239.590332]\n",
      "[Epoch 2/200] [Batch 805/938] [D loss: 4.006348] [G loss: -2243.389404]\n",
      "[Epoch 2/200] [Batch 810/938] [D loss: 2.421875] [G loss: -2248.115479]\n",
      "[Epoch 2/200] [Batch 815/938] [D loss: 3.369873] [G loss: -2254.919678]\n",
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      "[Epoch 2/200] [Batch 830/938] [D loss: -6.651367] [G loss: -2270.284180]\n",
      "[Epoch 2/200] [Batch 835/938] [D loss: -9.129395] [G loss: -2277.400879]\n",
      "[Epoch 2/200] [Batch 840/938] [D loss: -8.560059] [G loss: -2287.123535]\n",
      "[Epoch 2/200] [Batch 845/938] [D loss: -8.692139] [G loss: -2296.682373]\n",
      "[Epoch 2/200] [Batch 850/938] [D loss: -9.219482] [G loss: -2305.108887]\n",
      "[Epoch 2/200] [Batch 855/938] [D loss: -10.489746] [G loss: -2315.834717]\n",
      "[Epoch 2/200] [Batch 860/938] [D loss: -12.755127] [G loss: -2327.803955]\n",
      "[Epoch 2/200] [Batch 865/938] [D loss: -17.424316] [G loss: -2340.130859]\n",
      "[Epoch 2/200] [Batch 870/938] [D loss: -19.731934] [G loss: -2357.019287]\n",
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      "[Epoch 2/200] [Batch 885/938] [D loss: -19.921387] [G loss: -2404.482910]\n",
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      "[Epoch 2/200] [Batch 905/938] [D loss: -29.944092] [G loss: -2481.104004]\n",
      "[Epoch 2/200] [Batch 910/938] [D loss: -21.144043] [G loss: -2497.650146]\n",
      "[Epoch 2/200] [Batch 915/938] [D loss: -35.072998] [G loss: -2519.348877]\n",
      "[Epoch 2/200] [Batch 920/938] [D loss: -28.292480] [G loss: -2538.344238]\n",
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      "[Epoch 2/200] [Batch 930/938] [D loss: -27.117676] [G loss: -2575.327393]\n",
      "[Epoch 2/200] [Batch 935/938] [D loss: -25.960693] [G loss: -2596.792725]\n",
      "[Epoch 3/200] [Batch 0/938] [D loss: -37.310547] [G loss: -2609.221924]\n",
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      "[Epoch 3/200] [Batch 790/938] [D loss: 3.215576] [G loss: -2300.647949]\n",
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      "[Epoch 3/200] [Batch 830/938] [D loss: 2.229248] [G loss: -2220.901367]\n",
      "[Epoch 3/200] [Batch 835/938] [D loss: 5.480225] [G loss: -2209.002441]\n",
      "[Epoch 3/200] [Batch 840/938] [D loss: 2.447510] [G loss: -2200.898193]\n",
      "[Epoch 3/200] [Batch 845/938] [D loss: 3.164307] [G loss: -2194.405029]\n",
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      "[Epoch 3/200] [Batch 855/938] [D loss: 1.624023] [G loss: -2177.390381]\n",
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      "[Epoch 3/200] [Batch 865/938] [D loss: 2.353027] [G loss: -2153.884521]\n",
      "[Epoch 3/200] [Batch 870/938] [D loss: 3.721680] [G loss: -2144.013916]\n",
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      "[Epoch 3/200] [Batch 890/938] [D loss: 4.565430] [G loss: -2092.821045]\n",
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      "[Epoch 3/200] [Batch 930/938] [D loss: -0.927612] [G loss: -2017.451782]\n",
      "[Epoch 3/200] [Batch 935/938] [D loss: 3.684570] [G loss: -2006.009277]\n",
      "[Epoch 4/200] [Batch 0/938] [D loss: 5.149170] [G loss: -1997.930298]\n",
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      "[Epoch 4/200] [Batch 160/938] [D loss: 3.558228] [G loss: -1615.084473]\n",
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      "[Epoch 4/200] [Batch 815/938] [D loss: -6.381836] [G loss: -2120.982178]\n",
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      "[Epoch 4/200] [Batch 830/938] [D loss: -5.982666] [G loss: -2147.621094]\n",
      "[Epoch 4/200] [Batch 835/938] [D loss: -7.350342] [G loss: -2157.409668]\n",
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      "[Epoch 4/200] [Batch 870/938] [D loss: -6.770020] [G loss: -2234.301514]\n",
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      "[Epoch 5/200] [Batch 0/938] [D loss: -7.449463] [G loss: -2378.231445]\n",
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      "[Epoch 5/200] [Batch 200/938] [D loss: -5.533691] [G loss: -2745.300293]\n",
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      "[Epoch 5/200] [Batch 340/938] [D loss: 38.478027] [G loss: -2285.609375]\n",
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      "[Epoch 5/200] [Batch 360/938] [D loss: 37.743652] [G loss: -2192.967041]\n",
      "[Epoch 5/200] [Batch 365/938] [D loss: 45.113525] [G loss: -2176.506104]\n",
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      "[Epoch 5/200] [Batch 635/938] [D loss: -8.806030] [G loss: -1580.675171]\n",
      "[Epoch 5/200] [Batch 640/938] [D loss: -7.985352] [G loss: -1582.458252]\n",
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      "[Epoch 5/200] [Batch 655/938] [D loss: -11.407593] [G loss: -1587.019287]\n",
      "[Epoch 5/200] [Batch 660/938] [D loss: -11.426636] [G loss: -1588.589966]\n",
      "[Epoch 5/200] [Batch 665/938] [D loss: -13.747803] [G loss: -1595.561157]\n",
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      "[Epoch 5/200] [Batch 695/938] [D loss: -18.213013] [G loss: -1628.060425]\n",
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      "[Epoch 5/200] [Batch 705/938] [D loss: -25.872681] [G loss: -1643.193115]\n",
      "[Epoch 5/200] [Batch 710/938] [D loss: -23.843140] [G loss: -1651.638916]\n",
      "[Epoch 5/200] [Batch 715/938] [D loss: -26.381714] [G loss: -1656.957520]\n",
      "[Epoch 5/200] [Batch 720/938] [D loss: -25.862671] [G loss: -1668.322876]\n",
      "[Epoch 5/200] [Batch 725/938] [D loss: -26.816650] [G loss: -1679.534668]\n",
      "[Epoch 5/200] [Batch 730/938] [D loss: -27.481323] [G loss: -1687.503540]\n",
      "[Epoch 5/200] [Batch 735/938] [D loss: -26.763062] [G loss: -1695.783691]\n",
      "[Epoch 5/200] [Batch 740/938] [D loss: -28.142334] [G loss: -1705.964111]\n",
      "[Epoch 5/200] [Batch 745/938] [D loss: -27.263916] [G loss: -1716.111328]\n",
      "[Epoch 5/200] [Batch 750/938] [D loss: -32.447510] [G loss: -1726.220093]\n",
      "[Epoch 5/200] [Batch 755/938] [D loss: -24.453247] [G loss: -1740.452759]\n",
      "[Epoch 5/200] [Batch 760/938] [D loss: -31.477051] [G loss: -1747.157227]\n",
      "[Epoch 5/200] [Batch 765/938] [D loss: -34.385864] [G loss: -1758.100342]\n",
      "[Epoch 5/200] [Batch 770/938] [D loss: -34.587158] [G loss: -1767.805786]\n",
      "[Epoch 5/200] [Batch 775/938] [D loss: -31.502686] [G loss: -1780.955811]\n",
      "[Epoch 5/200] [Batch 780/938] [D loss: -31.478638] [G loss: -1793.268555]\n",
      "[Epoch 5/200] [Batch 785/938] [D loss: -35.197754] [G loss: -1805.383545]\n",
      "[Epoch 5/200] [Batch 790/938] [D loss: -29.214233] [G loss: -1821.217773]\n",
      "[Epoch 5/200] [Batch 795/938] [D loss: -30.507935] [G loss: -1826.871094]\n",
      "[Epoch 5/200] [Batch 800/938] [D loss: -26.901489] [G loss: -1842.330322]\n",
      "[Epoch 5/200] [Batch 805/938] [D loss: -28.148926] [G loss: -1849.546631]\n",
      "[Epoch 5/200] [Batch 810/938] [D loss: -29.574951] [G loss: -1861.669189]\n",
      "[Epoch 5/200] [Batch 815/938] [D loss: -30.170288] [G loss: -1870.906860]\n",
      "[Epoch 5/200] [Batch 820/938] [D loss: -28.237915] [G loss: -1880.602295]\n",
      "[Epoch 5/200] [Batch 825/938] [D loss: -22.895020] [G loss: -1892.033447]\n",
      "[Epoch 5/200] [Batch 830/938] [D loss: -25.261597] [G loss: -1899.718750]\n",
      "[Epoch 5/200] [Batch 835/938] [D loss: -24.550049] [G loss: -1911.292114]\n",
      "[Epoch 5/200] [Batch 840/938] [D loss: -24.037109] [G loss: -1919.482910]\n",
      "[Epoch 5/200] [Batch 845/938] [D loss: -19.342163] [G loss: -1933.140137]\n",
      "[Epoch 5/200] [Batch 850/938] [D loss: -17.718140] [G loss: -1942.625122]\n",
      "[Epoch 5/200] [Batch 855/938] [D loss: -19.307495] [G loss: -1947.875000]\n",
      "[Epoch 5/200] [Batch 860/938] [D loss: -20.041992] [G loss: -1958.333984]\n",
      "[Epoch 5/200] [Batch 865/938] [D loss: -18.600342] [G loss: -1966.230957]\n",
      "[Epoch 5/200] [Batch 870/938] [D loss: -16.322144] [G loss: -1974.352051]\n",
      "[Epoch 5/200] [Batch 875/938] [D loss: -14.486328] [G loss: -1986.567627]\n",
      "[Epoch 5/200] [Batch 880/938] [D loss: -14.804321] [G loss: -1993.751953]\n",
      "[Epoch 5/200] [Batch 885/938] [D loss: -12.287109] [G loss: -2003.365356]\n",
      "[Epoch 5/200] [Batch 890/938] [D loss: -12.843750] [G loss: -2008.355835]\n",
      "[Epoch 5/200] [Batch 895/938] [D loss: -8.858643] [G loss: -2016.071899]\n",
      "[Epoch 5/200] [Batch 900/938] [D loss: -3.524048] [G loss: -2015.417236]\n",
      "[Epoch 5/200] [Batch 905/938] [D loss: -6.249756] [G loss: -2019.586182]\n",
      "[Epoch 5/200] [Batch 910/938] [D loss: -7.187012] [G loss: -2020.356689]\n",
      "[Epoch 5/200] [Batch 915/938] [D loss: -3.065552] [G loss: -2022.829346]\n",
      "[Epoch 5/200] [Batch 920/938] [D loss: -3.458130] [G loss: -2028.115845]\n",
      "[Epoch 5/200] [Batch 925/938] [D loss: -5.469238] [G loss: -2029.123779]\n",
      "[Epoch 5/200] [Batch 930/938] [D loss: -2.143188] [G loss: -2032.415771]\n",
      "[Epoch 5/200] [Batch 935/938] [D loss: -5.096313] [G loss: -2032.802612]\n",
      "[Epoch 6/200] [Batch 0/938] [D loss: -1.691162] [G loss: -2035.080200]\n",
      "[Epoch 6/200] [Batch 5/938] [D loss: -1.525879] [G loss: -2037.618774]\n",
      "[Epoch 6/200] [Batch 10/938] [D loss: -2.776001] [G loss: -2039.226196]\n",
      "[Epoch 6/200] [Batch 15/938] [D loss: -1.094971] [G loss: -2041.616699]\n",
      "[Epoch 6/200] [Batch 20/938] [D loss: -1.304932] [G loss: -2044.130127]\n",
      "[Epoch 6/200] [Batch 25/938] [D loss: 1.432739] [G loss: -2044.472412]\n",
      "[Epoch 6/200] [Batch 30/938] [D loss: -1.398071] [G loss: -2046.159912]\n",
      "[Epoch 6/200] [Batch 35/938] [D loss: 3.119629] [G loss: -2047.813477]\n",
      "[Epoch 6/200] [Batch 40/938] [D loss: 0.754150] [G loss: -2044.898926]\n",
      "[Epoch 6/200] [Batch 45/938] [D loss: 0.136841] [G loss: -2041.583130]\n",
      "[Epoch 6/200] [Batch 50/938] [D loss: 3.411133] [G loss: -2036.877197]\n",
      "[Epoch 6/200] [Batch 55/938] [D loss: 1.211670] [G loss: -2035.934326]\n",
      "[Epoch 6/200] [Batch 60/938] [D loss: 4.246704] [G loss: -2032.359131]\n",
      "[Epoch 6/200] [Batch 65/938] [D loss: 2.974976] [G loss: -2021.943726]\n",
      "[Epoch 6/200] [Batch 70/938] [D loss: 5.334595] [G loss: -2016.336792]\n",
      "[Epoch 6/200] [Batch 75/938] [D loss: 3.462646] [G loss: -2011.978882]\n",
      "[Epoch 6/200] [Batch 80/938] [D loss: 3.666382] [G loss: -2008.027832]\n",
      "[Epoch 6/200] [Batch 85/938] [D loss: 1.212158] [G loss: -2005.800049]\n",
      "[Epoch 6/200] [Batch 90/938] [D loss: 2.864380] [G loss: -1998.104614]\n",
      "[Epoch 6/200] [Batch 95/938] [D loss: 5.019043] [G loss: -1994.105225]\n",
      "[Epoch 6/200] [Batch 100/938] [D loss: 5.613892] [G loss: -1990.475708]\n",
      "[Epoch 6/200] [Batch 105/938] [D loss: 3.216431] [G loss: -1983.158936]\n",
      "[Epoch 6/200] [Batch 110/938] [D loss: 3.973877] [G loss: -1975.038452]\n",
      "[Epoch 6/200] [Batch 115/938] [D loss: 4.070679] [G loss: -1965.833740]\n",
      "[Epoch 6/200] [Batch 120/938] [D loss: 1.924194] [G loss: -1959.763306]\n",
      "[Epoch 6/200] [Batch 125/938] [D loss: 0.875244] [G loss: -1955.142334]\n",
      "[Epoch 6/200] [Batch 130/938] [D loss: -0.474854] [G loss: -1950.098999]\n",
      "[Epoch 6/200] [Batch 135/938] [D loss: 3.019531] [G loss: -1944.993652]\n",
      "[Epoch 6/200] [Batch 140/938] [D loss: 4.151245] [G loss: -1935.371582]\n",
      "[Epoch 6/200] [Batch 145/938] [D loss: 2.293457] [G loss: -1926.967285]\n",
      "[Epoch 6/200] [Batch 150/938] [D loss: 4.290039] [G loss: -1920.739502]\n",
      "[Epoch 6/200] [Batch 155/938] [D loss: 2.692505] [G loss: -1911.687012]\n",
      "[Epoch 6/200] [Batch 160/938] [D loss: 3.315430] [G loss: -1903.149658]\n",
      "[Epoch 6/200] [Batch 165/938] [D loss: 0.429565] [G loss: -1896.950562]\n",
      "[Epoch 6/200] [Batch 170/938] [D loss: 1.103149] [G loss: -1890.803711]\n",
      "[Epoch 6/200] [Batch 175/938] [D loss: 1.829468] [G loss: -1882.238770]\n",
      "[Epoch 6/200] [Batch 180/938] [D loss: -0.570801] [G loss: -1878.651123]\n",
      "[Epoch 6/200] [Batch 185/938] [D loss: 0.761230] [G loss: -1873.794800]\n",
      "[Epoch 6/200] [Batch 190/938] [D loss: 1.975464] [G loss: -1865.780029]\n",
      "[Epoch 6/200] [Batch 195/938] [D loss: 1.549194] [G loss: -1857.046143]\n",
      "[Epoch 6/200] [Batch 200/938] [D loss: -1.135254] [G loss: -1852.318726]\n",
      "[Epoch 6/200] [Batch 205/938] [D loss: 0.277954] [G loss: -1846.728149]\n",
      "[Epoch 6/200] [Batch 210/938] [D loss: 1.623047] [G loss: -1845.529053]\n",
      "[Epoch 6/200] [Batch 215/938] [D loss: 1.982300] [G loss: -1834.597412]\n",
      "[Epoch 6/200] [Batch 220/938] [D loss: 0.994873] [G loss: -1826.369751]\n",
      "[Epoch 6/200] [Batch 225/938] [D loss: 3.617798] [G loss: -1818.525757]\n",
      "[Epoch 6/200] [Batch 230/938] [D loss: 0.177734] [G loss: -1811.581299]\n",
      "[Epoch 6/200] [Batch 235/938] [D loss: 1.204346] [G loss: -1802.576294]\n",
      "[Epoch 6/200] [Batch 240/938] [D loss: 0.391846] [G loss: -1798.983398]\n",
      "[Epoch 6/200] [Batch 245/938] [D loss: 2.676514] [G loss: -1793.039917]\n",
      "[Epoch 6/200] [Batch 250/938] [D loss: 0.848755] [G loss: -1789.023438]\n",
      "[Epoch 6/200] [Batch 255/938] [D loss: -0.147339] [G loss: -1777.196411]\n",
      "[Epoch 6/200] [Batch 260/938] [D loss: 0.962891] [G loss: -1770.498047]\n",
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      "[Epoch 6/200] [Batch 640/938] [D loss: -1.902222] [G loss: -1524.902832]\n",
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      "[Epoch 6/200] [Batch 660/938] [D loss: -2.503296] [G loss: -1569.545166]\n",
      "[Epoch 6/200] [Batch 665/938] [D loss: -3.051147] [G loss: -1581.318481]\n",
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      "[Epoch 6/200] [Batch 675/938] [D loss: -2.298584] [G loss: -1601.285400]\n",
      "[Epoch 6/200] [Batch 680/938] [D loss: -3.156128] [G loss: -1610.152954]\n",
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      "[Epoch 6/200] [Batch 690/938] [D loss: -2.980225] [G loss: -1625.653931]\n",
      "[Epoch 6/200] [Batch 695/938] [D loss: -1.896362] [G loss: -1635.254395]\n",
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      "[Epoch 6/200] [Batch 705/938] [D loss: -2.266846] [G loss: -1652.602051]\n",
      "[Epoch 6/200] [Batch 710/938] [D loss: -3.299438] [G loss: -1657.939453]\n",
      "[Epoch 6/200] [Batch 715/938] [D loss: -4.087036] [G loss: -1664.399658]\n",
      "[Epoch 6/200] [Batch 720/938] [D loss: -1.601929] [G loss: -1673.903809]\n",
      "[Epoch 6/200] [Batch 725/938] [D loss: -1.835449] [G loss: -1682.381470]\n",
      "[Epoch 6/200] [Batch 730/938] [D loss: -2.660889] [G loss: -1688.634521]\n",
      "[Epoch 6/200] [Batch 735/938] [D loss: -2.845093] [G loss: -1695.379395]\n",
      "[Epoch 6/200] [Batch 740/938] [D loss: -4.469971] [G loss: -1703.066406]\n",
      "[Epoch 6/200] [Batch 745/938] [D loss: -3.885010] [G loss: -1709.566284]\n",
      "[Epoch 6/200] [Batch 750/938] [D loss: -3.333130] [G loss: -1718.787109]\n",
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      "[Epoch 6/200] [Batch 760/938] [D loss: -3.843384] [G loss: -1732.459106]\n",
      "[Epoch 6/200] [Batch 765/938] [D loss: -3.027344] [G loss: -1741.549438]\n",
      "[Epoch 6/200] [Batch 770/938] [D loss: -5.835815] [G loss: -1751.525879]\n",
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      "[Epoch 6/200] [Batch 780/938] [D loss: -3.288452] [G loss: -1768.635254]\n",
      "[Epoch 6/200] [Batch 785/938] [D loss: -6.199707] [G loss: -1777.950317]\n",
      "[Epoch 6/200] [Batch 790/938] [D loss: -4.289307] [G loss: -1789.716919]\n",
      "[Epoch 6/200] [Batch 795/938] [D loss: -3.465332] [G loss: -1799.939087]\n",
      "[Epoch 6/200] [Batch 800/938] [D loss: -2.804810] [G loss: -1807.364990]\n",
      "[Epoch 6/200] [Batch 805/938] [D loss: -5.582275] [G loss: -1817.511841]\n",
      "[Epoch 6/200] [Batch 810/938] [D loss: -5.543823] [G loss: -1826.298950]\n",
      "[Epoch 6/200] [Batch 815/938] [D loss: -5.103882] [G loss: -1832.218994]\n",
      "[Epoch 6/200] [Batch 820/938] [D loss: -4.565674] [G loss: -1837.419556]\n",
      "[Epoch 6/200] [Batch 825/938] [D loss: -4.895020] [G loss: -1844.600342]\n",
      "[Epoch 6/200] [Batch 830/938] [D loss: -5.585815] [G loss: -1855.382446]\n",
      "[Epoch 6/200] [Batch 835/938] [D loss: -4.174438] [G loss: -1863.530273]\n",
      "[Epoch 6/200] [Batch 840/938] [D loss: -3.952881] [G loss: -1875.570679]\n",
      "[Epoch 6/200] [Batch 845/938] [D loss: -5.384644] [G loss: -1883.751221]\n",
      "[Epoch 6/200] [Batch 850/938] [D loss: -5.433228] [G loss: -1896.150391]\n",
      "[Epoch 6/200] [Batch 855/938] [D loss: -5.078735] [G loss: -1907.354492]\n",
      "[Epoch 6/200] [Batch 860/938] [D loss: -6.842529] [G loss: -1914.585938]\n",
      "[Epoch 6/200] [Batch 865/938] [D loss: -5.350342] [G loss: -1923.762695]\n",
      "[Epoch 6/200] [Batch 870/938] [D loss: -6.079224] [G loss: -1934.268433]\n",
      "[Epoch 6/200] [Batch 875/938] [D loss: -5.981079] [G loss: -1941.648804]\n",
      "[Epoch 6/200] [Batch 880/938] [D loss: -6.729736] [G loss: -1951.376831]\n",
      "[Epoch 6/200] [Batch 885/938] [D loss: -8.081299] [G loss: -1960.614624]\n",
      "[Epoch 6/200] [Batch 890/938] [D loss: -6.573853] [G loss: -1970.581665]\n",
      "[Epoch 6/200] [Batch 895/938] [D loss: -8.694214] [G loss: -1979.808960]\n",
      "[Epoch 6/200] [Batch 900/938] [D loss: -8.100342] [G loss: -1986.187866]\n",
      "[Epoch 6/200] [Batch 905/938] [D loss: -5.054565] [G loss: -1993.229736]\n",
      "[Epoch 6/200] [Batch 910/938] [D loss: -7.629272] [G loss: -2000.179810]\n",
      "[Epoch 6/200] [Batch 915/938] [D loss: -9.838989] [G loss: -2008.994141]\n",
      "[Epoch 6/200] [Batch 920/938] [D loss: -7.476318] [G loss: -2017.211426]\n",
      "[Epoch 6/200] [Batch 925/938] [D loss: -8.366333] [G loss: -2025.326172]\n",
      "[Epoch 6/200] [Batch 930/938] [D loss: -4.924561] [G loss: -2032.277344]\n",
      "[Epoch 6/200] [Batch 935/938] [D loss: -8.149292] [G loss: -2035.164917]\n",
      "[Epoch 7/200] [Batch 0/938] [D loss: -6.496826] [G loss: -2038.901001]\n",
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      "[Epoch 7/200] [Batch 10/938] [D loss: -6.294434] [G loss: -2043.406982]\n",
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      "[Epoch 7/200] [Batch 20/938] [D loss: -8.627441] [G loss: -2046.259399]\n",
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      "[Epoch 7/200] [Batch 30/938] [D loss: -6.669434] [G loss: -2049.657227]\n",
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      "[Epoch 7/200] [Batch 50/938] [D loss: 0.232422] [G loss: -2048.324463]\n",
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      "[Epoch 7/200] [Batch 65/938] [D loss: -0.513672] [G loss: -2037.409302]\n",
      "[Epoch 7/200] [Batch 70/938] [D loss: 2.658936] [G loss: -2027.799805]\n",
      "[Epoch 7/200] [Batch 75/938] [D loss: 4.965698] [G loss: -2011.644287]\n",
      "[Epoch 7/200] [Batch 80/938] [D loss: 6.231201] [G loss: -1994.159180]\n",
      "[Epoch 7/200] [Batch 85/938] [D loss: 8.888184] [G loss: -1973.444092]\n",
      "[Epoch 7/200] [Batch 90/938] [D loss: 9.439087] [G loss: -1950.247803]\n",
      "[Epoch 7/200] [Batch 95/938] [D loss: 13.151489] [G loss: -1927.577515]\n",
      "[Epoch 7/200] [Batch 100/938] [D loss: 16.580933] [G loss: -1903.103638]\n",
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      "[Epoch 7/200] [Batch 120/938] [D loss: 11.616333] [G loss: -1803.561279]\n",
      "[Epoch 7/200] [Batch 125/938] [D loss: 16.466309] [G loss: -1784.354004]\n",
      "[Epoch 7/200] [Batch 130/938] [D loss: 10.978516] [G loss: -1763.729126]\n",
      "[Epoch 7/200] [Batch 135/938] [D loss: 9.065063] [G loss: -1744.315308]\n",
      "[Epoch 7/200] [Batch 140/938] [D loss: 14.216675] [G loss: -1729.518921]\n",
      "[Epoch 7/200] [Batch 145/938] [D loss: 12.120728] [G loss: -1709.915283]\n",
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      "[Epoch 7/200] [Batch 155/938] [D loss: 7.904785] [G loss: -1683.059204]\n",
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      "[Epoch 7/200] [Batch 165/938] [D loss: 5.337891] [G loss: -1660.515259]\n",
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      "[Epoch 7/200] [Batch 205/938] [D loss: -3.148926] [G loss: -1617.300171]\n",
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      "[Epoch 7/200] [Batch 235/938] [D loss: -10.446777] [G loss: -1627.093140]\n",
      "[Epoch 7/200] [Batch 240/938] [D loss: -11.023804] [G loss: -1632.918823]\n",
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      "[Epoch 7/200] [Batch 250/938] [D loss: -11.300781] [G loss: -1643.561279]\n",
      "[Epoch 7/200] [Batch 255/938] [D loss: -11.890503] [G loss: -1649.345947]\n",
      "[Epoch 7/200] [Batch 260/938] [D loss: -14.249634] [G loss: -1658.423950]\n",
      "[Epoch 7/200] [Batch 265/938] [D loss: -15.325317] [G loss: -1664.721924]\n",
      "[Epoch 7/200] [Batch 270/938] [D loss: -14.677124] [G loss: -1670.499512]\n",
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      "[Epoch 7/200] [Batch 280/938] [D loss: -17.431030] [G loss: -1682.704346]\n",
      "[Epoch 7/200] [Batch 285/938] [D loss: -13.266235] [G loss: -1692.917480]\n",
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      "[Epoch 7/200] [Batch 295/938] [D loss: -14.468018] [G loss: -1708.529541]\n",
      "[Epoch 7/200] [Batch 300/938] [D loss: -13.730591] [G loss: -1715.725220]\n",
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      "[Epoch 7/200] [Batch 735/938] [D loss: -3.673950] [G loss: -1791.532349]\n",
      "[Epoch 7/200] [Batch 740/938] [D loss: 0.905151] [G loss: -1793.348389]\n",
      "[Epoch 7/200] [Batch 745/938] [D loss: -1.171753] [G loss: -1797.380127]\n",
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      "[Epoch 7/200] [Batch 765/938] [D loss: 3.358398] [G loss: -1790.720215]\n",
      "[Epoch 7/200] [Batch 770/938] [D loss: 3.832031] [G loss: -1784.611450]\n",
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      "[Epoch 7/200] [Batch 785/938] [D loss: 18.612793] [G loss: -1758.297119]\n",
      "[Epoch 7/200] [Batch 790/938] [D loss: 16.228149] [G loss: -1732.892944]\n",
      "[Epoch 7/200] [Batch 795/938] [D loss: 22.134033] [G loss: -1714.983398]\n",
      "[Epoch 7/200] [Batch 800/938] [D loss: 22.437500] [G loss: -1689.033936]\n",
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      "[Epoch 7/200] [Batch 810/938] [D loss: 39.171631] [G loss: -1653.145386]\n",
      "[Epoch 7/200] [Batch 815/938] [D loss: 34.788696] [G loss: -1623.069580]\n",
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      "[Epoch 7/200] [Batch 830/938] [D loss: 50.139526] [G loss: -1564.666992]\n",
      "[Epoch 7/200] [Batch 835/938] [D loss: 50.364502] [G loss: -1546.054932]\n",
      "[Epoch 7/200] [Batch 840/938] [D loss: 54.708130] [G loss: -1525.885742]\n",
      "[Epoch 7/200] [Batch 845/938] [D loss: 58.926025] [G loss: -1509.774658]\n",
      "[Epoch 7/200] [Batch 850/938] [D loss: 57.225708] [G loss: -1491.058716]\n",
      "[Epoch 7/200] [Batch 855/938] [D loss: 50.565430] [G loss: -1466.721680]\n",
      "[Epoch 7/200] [Batch 860/938] [D loss: 42.718262] [G loss: -1445.684448]\n",
      "[Epoch 7/200] [Batch 865/938] [D loss: 59.753052] [G loss: -1443.546753]\n",
      "[Epoch 7/200] [Batch 870/938] [D loss: 47.372437] [G loss: -1421.549316]\n",
      "[Epoch 7/200] [Batch 875/938] [D loss: 49.245483] [G loss: -1408.545898]\n",
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      "[Epoch 7/200] [Batch 885/938] [D loss: 52.447021] [G loss: -1388.547607]\n",
      "[Epoch 7/200] [Batch 890/938] [D loss: 50.977539] [G loss: -1373.624756]\n",
      "[Epoch 7/200] [Batch 895/938] [D loss: 45.824219] [G loss: -1358.499756]\n",
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      "[Epoch 7/200] [Batch 905/938] [D loss: 55.622070] [G loss: -1341.030518]\n",
      "[Epoch 7/200] [Batch 910/938] [D loss: 48.693726] [G loss: -1323.705566]\n",
      "[Epoch 7/200] [Batch 915/938] [D loss: 42.361450] [G loss: -1306.771729]\n",
      "[Epoch 7/200] [Batch 920/938] [D loss: 38.291382] [G loss: -1292.025757]\n",
      "[Epoch 7/200] [Batch 925/938] [D loss: 43.172119] [G loss: -1282.530884]\n",
      "[Epoch 7/200] [Batch 930/938] [D loss: 45.361694] [G loss: -1271.714111]\n",
      "[Epoch 7/200] [Batch 935/938] [D loss: 38.386353] [G loss: -1257.138428]\n",
      "[Epoch 8/200] [Batch 0/938] [D loss: 36.350830] [G loss: -1246.065308]\n",
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      "[Epoch 8/200] [Batch 10/938] [D loss: 37.668335] [G loss: -1226.957886]\n",
      "[Epoch 8/200] [Batch 15/938] [D loss: 38.578125] [G loss: -1216.355713]\n",
      "[Epoch 8/200] [Batch 20/938] [D loss: 35.369019] [G loss: -1202.835449]\n",
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      "[Epoch 8/200] [Batch 30/938] [D loss: 31.752197] [G loss: -1179.710815]\n",
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      "[Epoch 8/200] [Batch 75/938] [D loss: 18.236694] [G loss: -1083.910156]\n",
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      "[Epoch 8/200] [Batch 285/938] [D loss: -15.305359] [G loss: -774.295532]\n",
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      "[Epoch 8/200] [Batch 310/938] [D loss: -22.400513] [G loss: -757.913330]\n",
      "[Epoch 8/200] [Batch 315/938] [D loss: -19.882874] [G loss: -757.157288]\n",
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      "[Epoch 8/200] [Batch 325/938] [D loss: -22.275391] [G loss: -753.157227]\n",
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      "[Epoch 8/200] [Batch 345/938] [D loss: -31.515198] [G loss: -740.255859]\n",
      "[Epoch 8/200] [Batch 350/938] [D loss: -29.089844] [G loss: -743.862061]\n",
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      "[Epoch 8/200] [Batch 555/938] [D loss: -8.773071] [G loss: -812.399902]\n",
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      "[Epoch 8/200] [Batch 640/938] [D loss: -4.409546] [G loss: -837.148315]\n",
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      "[Epoch 8/200] [Batch 650/938] [D loss: -4.797119] [G loss: -840.413147]\n",
      "[Epoch 8/200] [Batch 655/938] [D loss: -4.049927] [G loss: -841.680420]\n",
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      "[Epoch 8/200] [Batch 665/938] [D loss: -4.590149] [G loss: -845.002563]\n",
      "[Epoch 8/200] [Batch 670/938] [D loss: -4.030579] [G loss: -843.851868]\n",
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      "[Epoch 8/200] [Batch 715/938] [D loss: -2.523376] [G loss: -863.976807]\n",
      "[Epoch 8/200] [Batch 720/938] [D loss: -0.620178] [G loss: -864.521301]\n",
      "[Epoch 8/200] [Batch 725/938] [D loss: 0.039612] [G loss: -867.918335]\n",
      "[Epoch 8/200] [Batch 730/938] [D loss: -0.708252] [G loss: -871.449829]\n",
      "[Epoch 8/200] [Batch 735/938] [D loss: -1.817566] [G loss: -871.759460]\n",
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      "[Epoch 8/200] [Batch 745/938] [D loss: -0.730835] [G loss: -872.710693]\n",
      "[Epoch 8/200] [Batch 750/938] [D loss: -0.749695] [G loss: -872.779724]\n",
      "[Epoch 8/200] [Batch 755/938] [D loss: 0.274719] [G loss: -878.776123]\n",
      "[Epoch 8/200] [Batch 760/938] [D loss: -0.266724] [G loss: -879.101746]\n",
      "[Epoch 8/200] [Batch 765/938] [D loss: 0.563049] [G loss: -882.146423]\n",
      "[Epoch 8/200] [Batch 770/938] [D loss: 1.335754] [G loss: -883.459595]\n",
      "[Epoch 8/200] [Batch 775/938] [D loss: 1.054993] [G loss: -884.150696]\n",
      "[Epoch 8/200] [Batch 780/938] [D loss: 1.681946] [G loss: -884.367126]\n",
      "[Epoch 8/200] [Batch 785/938] [D loss: 1.144714] [G loss: -885.040894]\n",
      "[Epoch 8/200] [Batch 790/938] [D loss: 1.506409] [G loss: -885.360474]\n",
      "[Epoch 8/200] [Batch 795/938] [D loss: 0.778625] [G loss: -886.019897]\n",
      "[Epoch 8/200] [Batch 800/938] [D loss: 2.257080] [G loss: -887.141785]\n",
      "[Epoch 8/200] [Batch 805/938] [D loss: 2.396973] [G loss: -885.350891]\n",
      "[Epoch 8/200] [Batch 810/938] [D loss: 2.077698] [G loss: -882.809753]\n",
      "[Epoch 8/200] [Batch 815/938] [D loss: 1.872314] [G loss: -879.329651]\n",
      "[Epoch 8/200] [Batch 820/938] [D loss: 0.836365] [G loss: -874.634338]\n",
      "[Epoch 8/200] [Batch 825/938] [D loss: 3.807922] [G loss: -871.900269]\n",
      "[Epoch 8/200] [Batch 830/938] [D loss: 2.648193] [G loss: -870.874634]\n",
      "[Epoch 8/200] [Batch 835/938] [D loss: 2.694336] [G loss: -868.326782]\n",
      "[Epoch 8/200] [Batch 840/938] [D loss: 2.422852] [G loss: -864.242188]\n",
      "[Epoch 8/200] [Batch 845/938] [D loss: 3.274658] [G loss: -862.309631]\n",
      "[Epoch 8/200] [Batch 850/938] [D loss: 1.895874] [G loss: -861.447937]\n",
      "[Epoch 8/200] [Batch 855/938] [D loss: 0.173035] [G loss: -859.680420]\n",
      "[Epoch 8/200] [Batch 860/938] [D loss: 2.372742] [G loss: -857.594360]\n",
      "[Epoch 8/200] [Batch 865/938] [D loss: 0.809021] [G loss: -853.164612]\n",
      "[Epoch 8/200] [Batch 870/938] [D loss: -0.672424] [G loss: -852.499512]\n",
      "[Epoch 8/200] [Batch 875/938] [D loss: -1.616455] [G loss: -850.905090]\n",
      "[Epoch 8/200] [Batch 880/938] [D loss: -0.153625] [G loss: -848.974854]\n",
      "[Epoch 8/200] [Batch 885/938] [D loss: -3.236938] [G loss: -849.306885]\n",
      "[Epoch 8/200] [Batch 890/938] [D loss: -0.546265] [G loss: -847.551147]\n",
      "[Epoch 8/200] [Batch 895/938] [D loss: -2.968628] [G loss: -847.847290]\n",
      "[Epoch 8/200] [Batch 900/938] [D loss: -2.746643] [G loss: -850.057007]\n",
      "[Epoch 8/200] [Batch 905/938] [D loss: -3.007874] [G loss: -852.958862]\n",
      "[Epoch 8/200] [Batch 910/938] [D loss: -3.992676] [G loss: -853.251160]\n",
      "[Epoch 8/200] [Batch 915/938] [D loss: -4.037476] [G loss: -855.901794]\n",
      "[Epoch 8/200] [Batch 920/938] [D loss: -2.888306] [G loss: -853.948608]\n",
      "[Epoch 8/200] [Batch 925/938] [D loss: -4.343323] [G loss: -855.486877]\n",
      "[Epoch 8/200] [Batch 930/938] [D loss: -3.396912] [G loss: -855.900391]\n",
      "[Epoch 8/200] [Batch 935/938] [D loss: -4.378174] [G loss: -857.337891]\n",
      "[Epoch 9/200] [Batch 0/938] [D loss: -2.842957] [G loss: -857.434265]\n",
      "[Epoch 9/200] [Batch 5/938] [D loss: -4.704041] [G loss: -858.107849]\n",
      "[Epoch 9/200] [Batch 10/938] [D loss: -2.313354] [G loss: -858.493652]\n",
      "[Epoch 9/200] [Batch 15/938] [D loss: -2.555481] [G loss: -858.229736]\n",
      "[Epoch 9/200] [Batch 20/938] [D loss: -4.077332] [G loss: -863.698975]\n",
      "[Epoch 9/200] [Batch 25/938] [D loss: -2.150574] [G loss: -863.826111]\n",
      "[Epoch 9/200] [Batch 30/938] [D loss: -4.575745] [G loss: -862.133118]\n",
      "[Epoch 9/200] [Batch 35/938] [D loss: -5.019897] [G loss: -868.353699]\n",
      "[Epoch 9/200] [Batch 40/938] [D loss: -5.796387] [G loss: -870.304565]\n",
      "[Epoch 9/200] [Batch 45/938] [D loss: -1.516113] [G loss: -869.145569]\n",
      "[Epoch 9/200] [Batch 50/938] [D loss: -5.530273] [G loss: -874.158325]\n",
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      "[Epoch 9/200] [Batch 60/938] [D loss: -5.783447] [G loss: -875.555786]\n",
      "[Epoch 9/200] [Batch 65/938] [D loss: -2.549316] [G loss: -872.605530]\n",
      "[Epoch 9/200] [Batch 70/938] [D loss: -0.942017] [G loss: -870.941101]\n",
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      "[Epoch 9/200] [Batch 90/938] [D loss: -2.700806] [G loss: -860.236877]\n",
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      "[Epoch 9/200] [Batch 105/938] [D loss: -2.315369] [G loss: -859.930420]\n",
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      "[Epoch 9/200] [Batch 115/938] [D loss: -1.342468] [G loss: -859.154297]\n",
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      "[Epoch 9/200] [Batch 130/938] [D loss: -3.523499] [G loss: -852.756409]\n",
      "[Epoch 9/200] [Batch 135/938] [D loss: -2.513367] [G loss: -849.977783]\n",
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      "[Epoch 9/200] [Batch 155/938] [D loss: -0.550354] [G loss: -843.972900]\n",
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      "[Epoch 9/200] [Batch 165/938] [D loss: -0.189697] [G loss: -845.930603]\n",
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      "[Epoch 9/200] [Batch 175/938] [D loss: 0.456604] [G loss: -846.850098]\n",
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      "[Epoch 9/200] [Batch 200/938] [D loss: -0.980225] [G loss: -845.674805]\n",
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      "[Epoch 9/200] [Batch 215/938] [D loss: -0.650879] [G loss: -852.257874]\n",
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      "[Epoch 9/200] [Batch 225/938] [D loss: -0.152466] [G loss: -851.001343]\n",
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      "[Epoch 9/200] [Batch 240/938] [D loss: -0.031494] [G loss: -854.717896]\n",
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      "[Epoch 9/200] [Batch 255/938] [D loss: -0.258667] [G loss: -851.953247]\n",
      "[Epoch 9/200] [Batch 260/938] [D loss: -0.279236] [G loss: -853.196350]\n",
      "[Epoch 9/200] [Batch 265/938] [D loss: 0.038696] [G loss: -857.072388]\n",
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      "[Epoch 9/200] [Batch 280/938] [D loss: -0.860413] [G loss: -851.179749]\n",
      "[Epoch 9/200] [Batch 285/938] [D loss: -0.388184] [G loss: -845.693054]\n",
      "[Epoch 9/200] [Batch 290/938] [D loss: -1.295166] [G loss: -844.266541]\n",
      "[Epoch 9/200] [Batch 295/938] [D loss: -0.356506] [G loss: -843.546387]\n",
      "[Epoch 9/200] [Batch 300/938] [D loss: 0.079834] [G loss: -845.618469]\n",
      "[Epoch 9/200] [Batch 305/938] [D loss: 0.193237] [G loss: -845.893982]\n",
      "[Epoch 9/200] [Batch 310/938] [D loss: 0.078369] [G loss: -851.269836]\n",
      "[Epoch 9/200] [Batch 315/938] [D loss: 0.067078] [G loss: -849.362488]\n",
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      "[Epoch 9/200] [Batch 325/938] [D loss: -0.340393] [G loss: -846.194458]\n",
      "[Epoch 9/200] [Batch 330/938] [D loss: -0.357666] [G loss: -844.867859]\n",
      "[Epoch 9/200] [Batch 335/938] [D loss: 0.036865] [G loss: -844.981018]\n",
      "[Epoch 9/200] [Batch 340/938] [D loss: -0.567932] [G loss: -846.677063]\n",
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      "[Epoch 9/200] [Batch 350/938] [D loss: -1.609131] [G loss: -843.050476]\n",
      "[Epoch 9/200] [Batch 355/938] [D loss: -0.591431] [G loss: -844.979797]\n",
      "[Epoch 9/200] [Batch 360/938] [D loss: 0.015503] [G loss: -846.903259]\n",
      "[Epoch 9/200] [Batch 365/938] [D loss: -0.202881] [G loss: -847.768555]\n",
      "[Epoch 9/200] [Batch 370/938] [D loss: -0.537415] [G loss: -846.855042]\n",
      "[Epoch 9/200] [Batch 375/938] [D loss: -0.975220] [G loss: -850.427246]\n",
      "[Epoch 9/200] [Batch 380/938] [D loss: -1.092773] [G loss: -851.704895]\n",
      "[Epoch 9/200] [Batch 385/938] [D loss: -1.105347] [G loss: -854.330933]\n",
      "[Epoch 9/200] [Batch 390/938] [D loss: -1.983643] [G loss: -857.916382]\n",
      "[Epoch 9/200] [Batch 395/938] [D loss: -0.116577] [G loss: -861.973389]\n",
      "[Epoch 9/200] [Batch 400/938] [D loss: -1.041626] [G loss: -862.086487]\n",
      "[Epoch 9/200] [Batch 405/938] [D loss: -1.464966] [G loss: -865.440918]\n",
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      "[Epoch 9/200] [Batch 635/938] [D loss: -2.844666] [G loss: -850.406982]\n",
      "[Epoch 9/200] [Batch 640/938] [D loss: -2.174866] [G loss: -849.009766]\n",
      "[Epoch 9/200] [Batch 645/938] [D loss: -2.254333] [G loss: -853.990845]\n",
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      "[Epoch 9/200] [Batch 665/938] [D loss: -2.684937] [G loss: -844.101685]\n",
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      "[Epoch 9/200] [Batch 710/938] [D loss: -3.441956] [G loss: -867.912659]\n",
      "[Epoch 9/200] [Batch 715/938] [D loss: -3.725891] [G loss: -870.192810]\n",
      "[Epoch 9/200] [Batch 720/938] [D loss: -3.930359] [G loss: -871.789795]\n",
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      "[Epoch 9/200] [Batch 735/938] [D loss: -4.779907] [G loss: -877.410522]\n",
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      "[Epoch 9/200] [Batch 745/938] [D loss: -3.789001] [G loss: -883.955566]\n",
      "[Epoch 9/200] [Batch 750/938] [D loss: -3.862061] [G loss: -885.919983]\n",
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      "[Epoch 9/200] [Batch 765/938] [D loss: -4.627991] [G loss: -894.193604]\n",
      "[Epoch 9/200] [Batch 770/938] [D loss: -4.160095] [G loss: -899.146667]\n",
      "[Epoch 9/200] [Batch 775/938] [D loss: -4.860657] [G loss: -898.914917]\n",
      "[Epoch 9/200] [Batch 780/938] [D loss: -3.960632] [G loss: -903.651306]\n",
      "[Epoch 9/200] [Batch 785/938] [D loss: -4.572021] [G loss: -911.379517]\n",
      "[Epoch 9/200] [Batch 790/938] [D loss: -4.893555] [G loss: -907.930481]\n",
      "[Epoch 9/200] [Batch 795/938] [D loss: -4.011047] [G loss: -911.373413]\n",
      "[Epoch 9/200] [Batch 800/938] [D loss: -3.270691] [G loss: -906.600342]\n",
      "[Epoch 9/200] [Batch 805/938] [D loss: -3.095154] [G loss: -903.441162]\n",
      "[Epoch 9/200] [Batch 810/938] [D loss: -5.771851] [G loss: -905.041504]\n",
      "[Epoch 9/200] [Batch 815/938] [D loss: -4.557495] [G loss: -907.698059]\n",
      "[Epoch 9/200] [Batch 820/938] [D loss: -3.993591] [G loss: -908.126770]\n",
      "[Epoch 9/200] [Batch 825/938] [D loss: -3.739868] [G loss: -909.050659]\n",
      "[Epoch 9/200] [Batch 830/938] [D loss: -4.492920] [G loss: -910.255127]\n",
      "[Epoch 9/200] [Batch 835/938] [D loss: -5.846313] [G loss: -911.855042]\n",
      "[Epoch 9/200] [Batch 840/938] [D loss: -3.108337] [G loss: -911.893433]\n",
      "[Epoch 9/200] [Batch 845/938] [D loss: -3.505310] [G loss: -909.766907]\n",
      "[Epoch 9/200] [Batch 850/938] [D loss: -4.105164] [G loss: -910.306702]\n",
      "[Epoch 9/200] [Batch 855/938] [D loss: -4.191467] [G loss: -911.038452]\n",
      "[Epoch 9/200] [Batch 860/938] [D loss: -3.852173] [G loss: -912.131470]\n",
      "[Epoch 9/200] [Batch 865/938] [D loss: -3.979370] [G loss: -915.914795]\n",
      "[Epoch 9/200] [Batch 870/938] [D loss: -2.830383] [G loss: -913.754272]\n",
      "[Epoch 9/200] [Batch 875/938] [D loss: -3.672058] [G loss: -910.682617]\n",
      "[Epoch 9/200] [Batch 880/938] [D loss: -2.915344] [G loss: -908.344910]\n",
      "[Epoch 9/200] [Batch 885/938] [D loss: -4.050476] [G loss: -908.536499]\n",
      "[Epoch 9/200] [Batch 890/938] [D loss: -4.042542] [G loss: -910.161377]\n",
      "[Epoch 9/200] [Batch 895/938] [D loss: -3.853760] [G loss: -910.068970]\n",
      "[Epoch 9/200] [Batch 900/938] [D loss: -3.725830] [G loss: -911.113525]\n",
      "[Epoch 9/200] [Batch 905/938] [D loss: -3.685852] [G loss: -912.268433]\n",
      "[Epoch 9/200] [Batch 910/938] [D loss: -5.216980] [G loss: -914.800049]\n",
      "[Epoch 9/200] [Batch 915/938] [D loss: -5.646973] [G loss: -916.381897]\n",
      "[Epoch 9/200] [Batch 920/938] [D loss: -3.138367] [G loss: -922.891479]\n",
      "[Epoch 9/200] [Batch 925/938] [D loss: -3.838257] [G loss: -925.063965]\n",
      "[Epoch 9/200] [Batch 930/938] [D loss: -4.137939] [G loss: -926.557617]\n",
      "[Epoch 9/200] [Batch 935/938] [D loss: -3.487488] [G loss: -931.670532]\n",
      "[Epoch 10/200] [Batch 0/938] [D loss: -4.373840] [G loss: -932.764160]\n",
      "[Epoch 10/200] [Batch 5/938] [D loss: -4.224060] [G loss: -939.258667]\n",
      "[Epoch 10/200] [Batch 10/938] [D loss: -2.397217] [G loss: -937.423706]\n",
      "[Epoch 10/200] [Batch 15/938] [D loss: -3.535461] [G loss: -940.010620]\n",
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      "[Epoch 10/200] [Batch 30/938] [D loss: -2.980530] [G loss: -940.041199]\n",
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      "[Epoch 10/200] [Batch 155/938] [D loss: -2.504211] [G loss: -871.444885]\n",
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      "[Epoch 10/200] [Batch 165/938] [D loss: -3.483887] [G loss: -852.203857]\n",
      "[Epoch 10/200] [Batch 170/938] [D loss: -1.318665] [G loss: -850.481323]\n",
      "[Epoch 10/200] [Batch 175/938] [D loss: -2.633301] [G loss: -847.093384]\n",
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      "[Epoch 10/200] [Batch 185/938] [D loss: -2.735962] [G loss: -840.353027]\n",
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      "[Epoch 10/200] [Batch 195/938] [D loss: -2.668579] [G loss: -836.832581]\n",
      "[Epoch 10/200] [Batch 200/938] [D loss: -2.703064] [G loss: -831.108948]\n",
      "[Epoch 10/200] [Batch 205/938] [D loss: -2.546692] [G loss: -828.846558]\n",
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      "[Epoch 10/200] [Batch 215/938] [D loss: -2.627625] [G loss: -817.724426]\n",
      "[Epoch 10/200] [Batch 220/938] [D loss: -2.772339] [G loss: -811.739441]\n",
      "[Epoch 10/200] [Batch 225/938] [D loss: -3.036011] [G loss: -809.297913]\n",
      "[Epoch 10/200] [Batch 230/938] [D loss: -2.335022] [G loss: -804.754333]\n",
      "[Epoch 10/200] [Batch 235/938] [D loss: -3.416382] [G loss: -796.710571]\n",
      "[Epoch 10/200] [Batch 240/938] [D loss: -3.035767] [G loss: -791.501648]\n",
      "[Epoch 10/200] [Batch 245/938] [D loss: -4.235840] [G loss: -783.851562]\n",
      "[Epoch 10/200] [Batch 250/938] [D loss: -2.973389] [G loss: -779.193787]\n",
      "[Epoch 10/200] [Batch 255/938] [D loss: -3.589294] [G loss: -775.131714]\n",
      "[Epoch 10/200] [Batch 260/938] [D loss: -3.637573] [G loss: -769.930298]\n",
      "[Epoch 10/200] [Batch 265/938] [D loss: -3.411682] [G loss: -765.805664]\n",
      "[Epoch 10/200] [Batch 270/938] [D loss: -4.006775] [G loss: -766.810120]\n",
      "[Epoch 10/200] [Batch 275/938] [D loss: -4.173401] [G loss: -764.038086]\n",
      "[Epoch 10/200] [Batch 280/938] [D loss: -3.458679] [G loss: -765.867432]\n",
      "[Epoch 10/200] [Batch 285/938] [D loss: -3.198364] [G loss: -764.142944]\n",
      "[Epoch 10/200] [Batch 290/938] [D loss: -3.184998] [G loss: -764.061157]\n",
      "[Epoch 10/200] [Batch 295/938] [D loss: -3.210449] [G loss: -763.708740]\n",
      "[Epoch 10/200] [Batch 300/938] [D loss: -3.057556] [G loss: -760.687988]\n",
      "[Epoch 10/200] [Batch 305/938] [D loss: -3.402405] [G loss: -759.312622]\n",
      "[Epoch 10/200] [Batch 310/938] [D loss: -3.198364] [G loss: -761.443604]\n",
      "[Epoch 10/200] [Batch 315/938] [D loss: -4.423157] [G loss: -763.506226]\n",
      "[Epoch 10/200] [Batch 320/938] [D loss: -2.756653] [G loss: -766.906250]\n",
      "[Epoch 10/200] [Batch 325/938] [D loss: -4.003845] [G loss: -766.844910]\n",
      "[Epoch 10/200] [Batch 330/938] [D loss: -2.687134] [G loss: -767.788574]\n",
      "[Epoch 10/200] [Batch 335/938] [D loss: -4.107544] [G loss: -774.816956]\n",
      "[Epoch 10/200] [Batch 340/938] [D loss: -4.474609] [G loss: -777.791077]\n",
      "[Epoch 10/200] [Batch 345/938] [D loss: -4.087830] [G loss: -780.467102]\n",
      "[Epoch 10/200] [Batch 350/938] [D loss: -2.006348] [G loss: -780.104492]\n",
      "[Epoch 10/200] [Batch 355/938] [D loss: -4.071838] [G loss: -782.911804]\n",
      "[Epoch 10/200] [Batch 360/938] [D loss: -2.437866] [G loss: -783.056824]\n",
      "[Epoch 10/200] [Batch 365/938] [D loss: -2.919128] [G loss: -780.992310]\n",
      "[Epoch 10/200] [Batch 370/938] [D loss: -2.092834] [G loss: -778.272095]\n",
      "[Epoch 10/200] [Batch 375/938] [D loss: -3.723938] [G loss: -775.449829]\n",
      "[Epoch 10/200] [Batch 380/938] [D loss: -3.144226] [G loss: -776.828857]\n",
      "[Epoch 10/200] [Batch 385/938] [D loss: -3.528320] [G loss: -772.801514]\n",
      "[Epoch 10/200] [Batch 390/938] [D loss: -3.336914] [G loss: -766.849121]\n",
      "[Epoch 10/200] [Batch 395/938] [D loss: -3.158936] [G loss: -765.471497]\n",
      "[Epoch 10/200] [Batch 400/938] [D loss: -2.725281] [G loss: -768.587952]\n",
      "[Epoch 10/200] [Batch 405/938] [D loss: -4.396423] [G loss: -766.571716]\n",
      "[Epoch 10/200] [Batch 410/938] [D loss: -3.069702] [G loss: -769.486755]\n",
      "[Epoch 10/200] [Batch 415/938] [D loss: -3.781982] [G loss: -771.762146]\n",
      "[Epoch 10/200] [Batch 420/938] [D loss: -3.172607] [G loss: -776.799744]\n",
      "[Epoch 10/200] [Batch 425/938] [D loss: -3.462280] [G loss: -778.435181]\n",
      "[Epoch 10/200] [Batch 430/938] [D loss: -2.790222] [G loss: -780.088135]\n",
      "[Epoch 10/200] [Batch 435/938] [D loss: -2.660278] [G loss: -784.351807]\n",
      "[Epoch 10/200] [Batch 440/938] [D loss: -3.056335] [G loss: -783.731873]\n",
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      "[Epoch 10/200] [Batch 450/938] [D loss: -4.035461] [G loss: -788.615784]\n",
      "[Epoch 10/200] [Batch 455/938] [D loss: -2.886597] [G loss: -789.164307]\n",
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      "[Epoch 10/200] [Batch 595/938] [D loss: -3.106689] [G loss: -838.647644]\n",
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      "[Epoch 10/200] [Batch 640/938] [D loss: -3.447754] [G loss: -843.644897]\n",
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      "[Epoch 10/200] [Batch 665/938] [D loss: -4.590576] [G loss: -850.143433]\n",
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      "[Epoch 10/200] [Batch 680/938] [D loss: -2.773560] [G loss: -856.640442]\n",
      "[Epoch 10/200] [Batch 685/938] [D loss: -4.072815] [G loss: -857.756409]\n",
      "[Epoch 10/200] [Batch 690/938] [D loss: -4.298340] [G loss: -860.891724]\n",
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      "[Epoch 10/200] [Batch 700/938] [D loss: -4.186768] [G loss: -864.962524]\n",
      "[Epoch 10/200] [Batch 705/938] [D loss: -4.235291] [G loss: -864.347656]\n",
      "[Epoch 10/200] [Batch 710/938] [D loss: -3.995239] [G loss: -866.807251]\n",
      "[Epoch 10/200] [Batch 715/938] [D loss: -5.526550] [G loss: -864.267517]\n",
      "[Epoch 10/200] [Batch 720/938] [D loss: -4.883423] [G loss: -864.664795]\n",
      "[Epoch 10/200] [Batch 725/938] [D loss: -4.883606] [G loss: -868.393555]\n",
      "[Epoch 10/200] [Batch 730/938] [D loss: -3.441345] [G loss: -870.737976]\n",
      "[Epoch 10/200] [Batch 735/938] [D loss: -4.037659] [G loss: -873.266113]\n",
      "[Epoch 10/200] [Batch 740/938] [D loss: -4.111450] [G loss: -877.450256]\n",
      "[Epoch 10/200] [Batch 745/938] [D loss: -4.176086] [G loss: -884.848022]\n",
      "[Epoch 10/200] [Batch 750/938] [D loss: -3.579651] [G loss: -887.885803]\n",
      "[Epoch 10/200] [Batch 755/938] [D loss: -4.852600] [G loss: -889.455566]\n",
      "[Epoch 10/200] [Batch 760/938] [D loss: -2.326477] [G loss: -894.487244]\n",
      "[Epoch 10/200] [Batch 765/938] [D loss: -2.874878] [G loss: -898.956787]\n",
      "[Epoch 10/200] [Batch 770/938] [D loss: -3.663635] [G loss: -899.216736]\n",
      "[Epoch 10/200] [Batch 775/938] [D loss: -3.071960] [G loss: -903.360168]\n",
      "[Epoch 10/200] [Batch 780/938] [D loss: -3.360474] [G loss: -906.606506]\n",
      "[Epoch 10/200] [Batch 785/938] [D loss: -3.183777] [G loss: -909.203003]\n",
      "[Epoch 10/200] [Batch 790/938] [D loss: -4.077759] [G loss: -908.449036]\n",
      "[Epoch 10/200] [Batch 795/938] [D loss: -3.041870] [G loss: -908.217896]\n",
      "[Epoch 10/200] [Batch 800/938] [D loss: -3.639893] [G loss: -910.206055]\n",
      "[Epoch 10/200] [Batch 805/938] [D loss: -3.802429] [G loss: -909.146362]\n",
      "[Epoch 10/200] [Batch 810/938] [D loss: -2.733826] [G loss: -909.093018]\n",
      "[Epoch 10/200] [Batch 815/938] [D loss: -2.842285] [G loss: -905.910156]\n",
      "[Epoch 10/200] [Batch 820/938] [D loss: -2.643738] [G loss: -904.408691]\n",
      "[Epoch 10/200] [Batch 825/938] [D loss: -3.103821] [G loss: -900.230713]\n",
      "[Epoch 10/200] [Batch 830/938] [D loss: -3.527893] [G loss: -901.070374]\n",
      "[Epoch 10/200] [Batch 835/938] [D loss: -2.898987] [G loss: -900.039429]\n",
      "[Epoch 10/200] [Batch 840/938] [D loss: -2.629944] [G loss: -902.464417]\n",
      "[Epoch 10/200] [Batch 845/938] [D loss: -4.035706] [G loss: -904.626282]\n",
      "[Epoch 10/200] [Batch 850/938] [D loss: -2.933411] [G loss: -905.792236]\n",
      "[Epoch 10/200] [Batch 855/938] [D loss: -3.269592] [G loss: -902.368103]\n",
      "[Epoch 10/200] [Batch 860/938] [D loss: -3.391663] [G loss: -903.615173]\n",
      "[Epoch 10/200] [Batch 865/938] [D loss: -3.462830] [G loss: -904.955933]\n",
      "[Epoch 10/200] [Batch 870/938] [D loss: -2.940857] [G loss: -904.426270]\n",
      "[Epoch 10/200] [Batch 875/938] [D loss: -2.901062] [G loss: -906.828186]\n",
      "[Epoch 10/200] [Batch 880/938] [D loss: -4.107056] [G loss: -906.654724]\n",
      "[Epoch 10/200] [Batch 885/938] [D loss: -4.469788] [G loss: -903.875793]\n",
      "[Epoch 10/200] [Batch 890/938] [D loss: -3.702881] [G loss: -905.565369]\n",
      "[Epoch 10/200] [Batch 895/938] [D loss: -3.364746] [G loss: -906.311340]\n",
      "[Epoch 10/200] [Batch 900/938] [D loss: -3.161255] [G loss: -910.609924]\n",
      "[Epoch 10/200] [Batch 905/938] [D loss: -3.376892] [G loss: -909.979309]\n",
      "[Epoch 10/200] [Batch 910/938] [D loss: -3.440979] [G loss: -913.996033]\n",
      "[Epoch 10/200] [Batch 915/938] [D loss: -2.596191] [G loss: -916.190002]\n",
      "[Epoch 10/200] [Batch 920/938] [D loss: -2.868042] [G loss: -916.503479]\n",
      "[Epoch 10/200] [Batch 925/938] [D loss: -2.329956] [G loss: -921.666748]\n",
      "[Epoch 10/200] [Batch 930/938] [D loss: -3.438232] [G loss: -923.254150]\n",
      "[Epoch 10/200] [Batch 935/938] [D loss: -2.469238] [G loss: -921.291504]\n",
      "[Epoch 11/200] [Batch 0/938] [D loss: -2.049927] [G loss: -921.656921]\n",
      "[Epoch 11/200] [Batch 5/938] [D loss: -2.210083] [G loss: -920.466614]\n",
      "[Epoch 11/200] [Batch 10/938] [D loss: -3.174805] [G loss: -917.101562]\n",
      "[Epoch 11/200] [Batch 15/938] [D loss: -2.450317] [G loss: -913.475952]\n",
      "[Epoch 11/200] [Batch 20/938] [D loss: -3.519653] [G loss: -912.679504]\n",
      "[Epoch 11/200] [Batch 25/938] [D loss: -2.313782] [G loss: -909.385254]\n",
      "[Epoch 11/200] [Batch 30/938] [D loss: -2.927490] [G loss: -905.958557]\n",
      "[Epoch 11/200] [Batch 35/938] [D loss: -2.490051] [G loss: -906.397888]\n",
      "[Epoch 11/200] [Batch 40/938] [D loss: -3.277161] [G loss: -905.875061]\n",
      "[Epoch 11/200] [Batch 45/938] [D loss: -3.211853] [G loss: -903.475952]\n",
      "[Epoch 11/200] [Batch 50/938] [D loss: -3.229492] [G loss: -900.441162]\n",
      "[Epoch 11/200] [Batch 55/938] [D loss: -3.215271] [G loss: -896.697388]\n",
      "[Epoch 11/200] [Batch 60/938] [D loss: -2.758240] [G loss: -893.016479]\n",
      "[Epoch 11/200] [Batch 65/938] [D loss: -3.231262] [G loss: -890.645447]\n",
      "[Epoch 11/200] [Batch 70/938] [D loss: -4.009094] [G loss: -887.205444]\n",
      "[Epoch 11/200] [Batch 75/938] [D loss: -4.180054] [G loss: -883.276550]\n",
      "[Epoch 11/200] [Batch 80/938] [D loss: -3.234192] [G loss: -878.602661]\n",
      "[Epoch 11/200] [Batch 85/938] [D loss: -4.041138] [G loss: -870.487610]\n",
      "[Epoch 11/200] [Batch 90/938] [D loss: -4.482910] [G loss: -869.113159]\n",
      "[Epoch 11/200] [Batch 95/938] [D loss: -4.278198] [G loss: -869.995911]\n",
      "[Epoch 11/200] [Batch 100/938] [D loss: -3.735474] [G loss: -871.690186]\n",
      "[Epoch 11/200] [Batch 105/938] [D loss: -3.570923] [G loss: -868.943726]\n",
      "[Epoch 11/200] [Batch 110/938] [D loss: -3.726135] [G loss: -865.464478]\n",
      "[Epoch 11/200] [Batch 115/938] [D loss: -4.182434] [G loss: -863.275146]\n",
      "[Epoch 11/200] [Batch 120/938] [D loss: -3.721375] [G loss: -863.054382]\n",
      "[Epoch 11/200] [Batch 125/938] [D loss: -3.935608] [G loss: -862.119446]\n",
      "[Epoch 11/200] [Batch 130/938] [D loss: -4.507507] [G loss: -859.148682]\n",
      "[Epoch 11/200] [Batch 135/938] [D loss: -3.057861] [G loss: -857.252930]\n",
      "[Epoch 11/200] [Batch 140/938] [D loss: -4.394897] [G loss: -855.354431]\n",
      "[Epoch 11/200] [Batch 145/938] [D loss: -4.059387] [G loss: -854.851685]\n",
      "[Epoch 11/200] [Batch 150/938] [D loss: -3.831909] [G loss: -854.044189]\n",
      "[Epoch 11/200] [Batch 155/938] [D loss: -3.910889] [G loss: -855.775635]\n",
      "[Epoch 11/200] [Batch 160/938] [D loss: -3.526428] [G loss: -855.856567]\n",
      "[Epoch 11/200] [Batch 165/938] [D loss: -3.748108] [G loss: -853.053528]\n",
      "[Epoch 11/200] [Batch 170/938] [D loss: -3.453491] [G loss: -854.559448]\n",
      "[Epoch 11/200] [Batch 175/938] [D loss: -3.971802] [G loss: -856.561157]\n",
      "[Epoch 11/200] [Batch 180/938] [D loss: -4.034851] [G loss: -854.520874]\n",
      "[Epoch 11/200] [Batch 185/938] [D loss: -3.512390] [G loss: -850.649048]\n",
      "[Epoch 11/200] [Batch 190/938] [D loss: -3.907776] [G loss: -850.080933]\n",
      "[Epoch 11/200] [Batch 195/938] [D loss: -3.805847] [G loss: -850.419312]\n",
      "[Epoch 11/200] [Batch 200/938] [D loss: -4.104980] [G loss: -851.399597]\n",
      "[Epoch 11/200] [Batch 205/938] [D loss: -3.475403] [G loss: -850.921265]\n",
      "[Epoch 11/200] [Batch 210/938] [D loss: -3.677673] [G loss: -851.231689]\n",
      "[Epoch 11/200] [Batch 215/938] [D loss: -4.291199] [G loss: -849.833313]\n",
      "[Epoch 11/200] [Batch 220/938] [D loss: -3.384399] [G loss: -849.449585]\n",
      "[Epoch 11/200] [Batch 225/938] [D loss: -4.301880] [G loss: -851.762695]\n",
      "[Epoch 11/200] [Batch 230/938] [D loss: -3.896851] [G loss: -854.856934]\n",
      "[Epoch 11/200] [Batch 235/938] [D loss: -3.816467] [G loss: -850.348633]\n",
      "[Epoch 11/200] [Batch 240/938] [D loss: -4.290894] [G loss: -848.292542]\n",
      "[Epoch 11/200] [Batch 245/938] [D loss: -2.955811] [G loss: -849.636475]\n",
      "[Epoch 11/200] [Batch 250/938] [D loss: -4.104187] [G loss: -850.013611]\n",
      "[Epoch 11/200] [Batch 255/938] [D loss: -3.147461] [G loss: -847.052002]\n",
      "[Epoch 11/200] [Batch 260/938] [D loss: -2.917725] [G loss: -845.517639]\n",
      "[Epoch 11/200] [Batch 265/938] [D loss: -3.697693] [G loss: -845.111328]\n",
      "[Epoch 11/200] [Batch 270/938] [D loss: -3.447327] [G loss: -845.203308]\n",
      "[Epoch 11/200] [Batch 275/938] [D loss: -2.952271] [G loss: -845.061584]\n",
      "[Epoch 11/200] [Batch 280/938] [D loss: -3.245789] [G loss: -847.662231]\n",
      "[Epoch 11/200] [Batch 285/938] [D loss: -3.116211] [G loss: -852.668823]\n",
      "[Epoch 11/200] [Batch 290/938] [D loss: -2.673279] [G loss: -851.848999]\n",
      "[Epoch 11/200] [Batch 295/938] [D loss: -3.181458] [G loss: -852.476929]\n",
      "[Epoch 11/200] [Batch 300/938] [D loss: -3.913330] [G loss: -849.378418]\n",
      "[Epoch 11/200] [Batch 305/938] [D loss: -3.038086] [G loss: -849.568542]\n",
      "[Epoch 11/200] [Batch 310/938] [D loss: -2.726868] [G loss: -852.630981]\n",
      "[Epoch 11/200] [Batch 315/938] [D loss: -3.716125] [G loss: -847.567993]\n",
      "[Epoch 11/200] [Batch 320/938] [D loss: -2.975464] [G loss: -851.630249]\n",
      "[Epoch 11/200] [Batch 325/938] [D loss: -2.783142] [G loss: -848.396240]\n",
      "[Epoch 11/200] [Batch 330/938] [D loss: -3.367615] [G loss: -851.084106]\n",
      "[Epoch 11/200] [Batch 335/938] [D loss: -3.620483] [G loss: -852.650696]\n",
      "[Epoch 11/200] [Batch 340/938] [D loss: -3.503174] [G loss: -852.404480]\n",
      "[Epoch 11/200] [Batch 345/938] [D loss: -3.271973] [G loss: -856.076538]\n",
      "[Epoch 11/200] [Batch 350/938] [D loss: -2.987976] [G loss: -861.459534]\n",
      "[Epoch 11/200] [Batch 355/938] [D loss: -3.729248] [G loss: -858.905029]\n",
      "[Epoch 11/200] [Batch 360/938] [D loss: -3.099670] [G loss: -855.839233]\n",
      "[Epoch 11/200] [Batch 365/938] [D loss: -3.375916] [G loss: -856.402771]\n",
      "[Epoch 11/200] [Batch 370/938] [D loss: -3.302490] [G loss: -855.157532]\n",
      "[Epoch 11/200] [Batch 375/938] [D loss: -3.637024] [G loss: -856.060669]\n",
      "[Epoch 11/200] [Batch 380/938] [D loss: -3.907104] [G loss: -856.741211]\n",
      "[Epoch 11/200] [Batch 385/938] [D loss: -3.181519] [G loss: -857.980225]\n",
      "[Epoch 11/200] [Batch 390/938] [D loss: -3.834351] [G loss: -858.182617]\n",
      "[Epoch 11/200] [Batch 395/938] [D loss: -3.527405] [G loss: -857.632202]\n",
      "[Epoch 11/200] [Batch 400/938] [D loss: -3.875366] [G loss: -859.974487]\n",
      "[Epoch 11/200] [Batch 405/938] [D loss: -3.832275] [G loss: -861.798035]\n",
      "[Epoch 11/200] [Batch 410/938] [D loss: -4.067993] [G loss: -861.953796]\n",
      "[Epoch 11/200] [Batch 415/938] [D loss: -3.504089] [G loss: -864.127441]\n",
      "[Epoch 11/200] [Batch 420/938] [D loss: -3.801758] [G loss: -863.039307]\n",
      "[Epoch 11/200] [Batch 425/938] [D loss: -4.457886] [G loss: -866.115540]\n",
      "[Epoch 11/200] [Batch 430/938] [D loss: -3.994690] [G loss: -867.951721]\n",
      "[Epoch 11/200] [Batch 435/938] [D loss: -3.990295] [G loss: -873.958374]\n",
      "[Epoch 11/200] [Batch 440/938] [D loss: -4.296936] [G loss: -876.347961]\n",
      "[Epoch 11/200] [Batch 445/938] [D loss: -4.614502] [G loss: -879.206909]\n",
      "[Epoch 11/200] [Batch 450/938] [D loss: -4.398865] [G loss: -880.436096]\n",
      "[Epoch 11/200] [Batch 455/938] [D loss: -4.874023] [G loss: -881.044617]\n",
      "[Epoch 11/200] [Batch 460/938] [D loss: -4.964294] [G loss: -881.716553]\n",
      "[Epoch 11/200] [Batch 465/938] [D loss: -5.654724] [G loss: -882.296265]\n",
      "[Epoch 11/200] [Batch 470/938] [D loss: -4.046692] [G loss: -881.496155]\n",
      "[Epoch 11/200] [Batch 475/938] [D loss: -5.590149] [G loss: -879.383179]\n",
      "[Epoch 11/200] [Batch 480/938] [D loss: -5.409790] [G loss: -877.247986]\n",
      "[Epoch 11/200] [Batch 485/938] [D loss: -5.273010] [G loss: -875.012878]\n",
      "[Epoch 11/200] [Batch 490/938] [D loss: -4.681335] [G loss: -874.569824]\n",
      "[Epoch 11/200] [Batch 495/938] [D loss: -5.686157] [G loss: -870.112549]\n",
      "[Epoch 11/200] [Batch 500/938] [D loss: -5.135681] [G loss: -868.525574]\n",
      "[Epoch 11/200] [Batch 505/938] [D loss: -5.612732] [G loss: -870.368896]\n",
      "[Epoch 11/200] [Batch 510/938] [D loss: -4.709412] [G loss: -868.930298]\n",
      "[Epoch 11/200] [Batch 515/938] [D loss: -5.832458] [G loss: -866.333679]\n",
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      "[Epoch 11/200] [Batch 585/938] [D loss: -6.114502] [G loss: -872.809082]\n",
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      "[Epoch 11/200] [Batch 620/938] [D loss: -6.412598] [G loss: -873.350830]\n",
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      "[Epoch 11/200] [Batch 635/938] [D loss: -5.448730] [G loss: -875.097107]\n",
      "[Epoch 11/200] [Batch 640/938] [D loss: -6.501221] [G loss: -875.573853]\n",
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      "[Epoch 11/200] [Batch 650/938] [D loss: -6.080872] [G loss: -872.164490]\n",
      "[Epoch 11/200] [Batch 655/938] [D loss: -7.044189] [G loss: -870.094788]\n",
      "[Epoch 11/200] [Batch 660/938] [D loss: -6.943359] [G loss: -866.462097]\n",
      "[Epoch 11/200] [Batch 665/938] [D loss: -6.392517] [G loss: -865.518494]\n",
      "[Epoch 11/200] [Batch 670/938] [D loss: -6.533936] [G loss: -867.992676]\n",
      "[Epoch 11/200] [Batch 675/938] [D loss: -6.910217] [G loss: -867.199890]\n",
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      "[Epoch 11/200] [Batch 685/938] [D loss: -7.474121] [G loss: -861.155762]\n",
      "[Epoch 11/200] [Batch 690/938] [D loss: -7.359619] [G loss: -859.225098]\n",
      "[Epoch 11/200] [Batch 695/938] [D loss: -7.071533] [G loss: -858.725037]\n",
      "[Epoch 11/200] [Batch 700/938] [D loss: -7.430481] [G loss: -856.209534]\n",
      "[Epoch 11/200] [Batch 705/938] [D loss: -7.221863] [G loss: -858.970703]\n",
      "[Epoch 11/200] [Batch 710/938] [D loss: -6.786011] [G loss: -858.600281]\n",
      "[Epoch 11/200] [Batch 715/938] [D loss: -6.231812] [G loss: -857.971985]\n",
      "[Epoch 11/200] [Batch 720/938] [D loss: -5.348267] [G loss: -860.255493]\n",
      "[Epoch 11/200] [Batch 725/938] [D loss: -6.840759] [G loss: -859.826050]\n",
      "[Epoch 11/200] [Batch 730/938] [D loss: -7.027283] [G loss: -862.500732]\n",
      "[Epoch 11/200] [Batch 735/938] [D loss: -6.185120] [G loss: -867.865601]\n",
      "[Epoch 11/200] [Batch 740/938] [D loss: -5.811096] [G loss: -863.135193]\n",
      "[Epoch 11/200] [Batch 745/938] [D loss: -5.918030] [G loss: -861.869080]\n",
      "[Epoch 11/200] [Batch 750/938] [D loss: -7.311768] [G loss: -860.562988]\n",
      "[Epoch 11/200] [Batch 755/938] [D loss: -6.052734] [G loss: -860.694702]\n",
      "[Epoch 11/200] [Batch 760/938] [D loss: -6.713623] [G loss: -857.557861]\n",
      "[Epoch 11/200] [Batch 765/938] [D loss: -6.195435] [G loss: -856.206665]\n",
      "[Epoch 11/200] [Batch 770/938] [D loss: -5.676636] [G loss: -857.196777]\n",
      "[Epoch 11/200] [Batch 775/938] [D loss: -6.627319] [G loss: -856.155823]\n",
      "[Epoch 11/200] [Batch 780/938] [D loss: -6.218628] [G loss: -852.023254]\n",
      "[Epoch 11/200] [Batch 785/938] [D loss: -6.494202] [G loss: -850.560547]\n",
      "[Epoch 11/200] [Batch 790/938] [D loss: -4.934692] [G loss: -851.590759]\n",
      "[Epoch 11/200] [Batch 795/938] [D loss: -5.747498] [G loss: -847.995605]\n",
      "[Epoch 11/200] [Batch 800/938] [D loss: -5.858215] [G loss: -844.243713]\n",
      "[Epoch 11/200] [Batch 805/938] [D loss: -6.007019] [G loss: -843.718445]\n",
      "[Epoch 11/200] [Batch 810/938] [D loss: -5.385803] [G loss: -844.570435]\n",
      "[Epoch 11/200] [Batch 815/938] [D loss: -5.923523] [G loss: -839.781616]\n",
      "[Epoch 11/200] [Batch 820/938] [D loss: -5.504089] [G loss: -838.130981]\n",
      "[Epoch 11/200] [Batch 825/938] [D loss: -6.019897] [G loss: -833.906067]\n",
      "[Epoch 11/200] [Batch 830/938] [D loss: -6.540222] [G loss: -830.349976]\n",
      "[Epoch 11/200] [Batch 835/938] [D loss: -6.693542] [G loss: -828.213745]\n",
      "[Epoch 11/200] [Batch 840/938] [D loss: -6.056519] [G loss: -828.087036]\n",
      "[Epoch 11/200] [Batch 845/938] [D loss: -6.504028] [G loss: -825.879089]\n",
      "[Epoch 11/200] [Batch 850/938] [D loss: -6.977783] [G loss: -823.109680]\n",
      "[Epoch 11/200] [Batch 855/938] [D loss: -5.973755] [G loss: -821.223206]\n",
      "[Epoch 11/200] [Batch 860/938] [D loss: -5.407776] [G loss: -822.528320]\n",
      "[Epoch 11/200] [Batch 865/938] [D loss: -7.307495] [G loss: -821.913330]\n",
      "[Epoch 11/200] [Batch 870/938] [D loss: -4.975586] [G loss: -822.345520]\n",
      "[Epoch 11/200] [Batch 875/938] [D loss: -5.213135] [G loss: -823.186951]\n",
      "[Epoch 11/200] [Batch 880/938] [D loss: -5.427185] [G loss: -817.887817]\n",
      "[Epoch 11/200] [Batch 885/938] [D loss: -5.138672] [G loss: -820.544800]\n",
      "[Epoch 11/200] [Batch 890/938] [D loss: -5.634644] [G loss: -818.024048]\n",
      "[Epoch 11/200] [Batch 895/938] [D loss: -4.995667] [G loss: -817.173950]\n",
      "[Epoch 11/200] [Batch 900/938] [D loss: -5.840637] [G loss: -813.838013]\n",
      "[Epoch 11/200] [Batch 905/938] [D loss: -5.774841] [G loss: -813.033142]\n",
      "[Epoch 11/200] [Batch 910/938] [D loss: -6.404602] [G loss: -811.847961]\n",
      "[Epoch 11/200] [Batch 915/938] [D loss: -5.593811] [G loss: -811.193176]\n",
      "[Epoch 11/200] [Batch 920/938] [D loss: -6.000305] [G loss: -808.549438]\n",
      "[Epoch 11/200] [Batch 925/938] [D loss: -5.762390] [G loss: -803.638733]\n",
      "[Epoch 11/200] [Batch 930/938] [D loss: -4.722656] [G loss: -800.662720]\n",
      "[Epoch 11/200] [Batch 935/938] [D loss: -4.498047] [G loss: -801.683777]\n",
      "[Epoch 12/200] [Batch 0/938] [D loss: -6.318420] [G loss: -797.915283]\n",
      "[Epoch 12/200] [Batch 5/938] [D loss: -4.645386] [G loss: -794.222534]\n",
      "[Epoch 12/200] [Batch 10/938] [D loss: -5.097351] [G loss: -792.105713]\n",
      "[Epoch 12/200] [Batch 15/938] [D loss: -5.284363] [G loss: -786.567871]\n",
      "[Epoch 12/200] [Batch 20/938] [D loss: -5.152283] [G loss: -786.664062]\n",
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      "[Epoch 12/200] [Batch 30/938] [D loss: -4.766418] [G loss: -788.820068]\n",
      "[Epoch 12/200] [Batch 35/938] [D loss: -5.132751] [G loss: -787.739746]\n",
      "[Epoch 12/200] [Batch 40/938] [D loss: -5.279724] [G loss: -788.440918]\n",
      "[Epoch 12/200] [Batch 45/938] [D loss: -5.819336] [G loss: -785.107971]\n",
      "[Epoch 12/200] [Batch 50/938] [D loss: -3.756592] [G loss: -787.127808]\n",
      "[Epoch 12/200] [Batch 55/938] [D loss: -4.799255] [G loss: -786.468567]\n",
      "[Epoch 12/200] [Batch 60/938] [D loss: -4.718323] [G loss: -786.080383]\n",
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      "[Epoch 12/200] [Batch 70/938] [D loss: -3.489197] [G loss: -789.858337]\n",
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      "[Epoch 12/200] [Batch 90/938] [D loss: -3.318481] [G loss: -783.227295]\n",
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      "[Epoch 12/200] [Batch 100/938] [D loss: -4.198364] [G loss: -779.440613]\n",
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      "[Epoch 12/200] [Batch 115/938] [D loss: -4.198242] [G loss: -767.422913]\n",
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      "[Epoch 12/200] [Batch 125/938] [D loss: -4.314453] [G loss: -763.184021]\n",
      "[Epoch 12/200] [Batch 130/938] [D loss: -3.651184] [G loss: -766.307617]\n",
      "[Epoch 12/200] [Batch 135/938] [D loss: -3.959351] [G loss: -766.039429]\n",
      "[Epoch 12/200] [Batch 140/938] [D loss: -3.676758] [G loss: -765.543213]\n",
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      "[Epoch 12/200] [Batch 150/938] [D loss: -3.329895] [G loss: -762.585388]\n",
      "[Epoch 12/200] [Batch 155/938] [D loss: -5.294128] [G loss: -763.851318]\n",
      "[Epoch 12/200] [Batch 160/938] [D loss: -3.758606] [G loss: -763.126465]\n",
      "[Epoch 12/200] [Batch 165/938] [D loss: -3.297241] [G loss: -765.347168]\n",
      "[Epoch 12/200] [Batch 170/938] [D loss: -3.453979] [G loss: -763.043762]\n",
      "[Epoch 12/200] [Batch 175/938] [D loss: -3.153076] [G loss: -759.066589]\n",
      "[Epoch 12/200] [Batch 180/938] [D loss: -3.132507] [G loss: -756.077087]\n",
      "[Epoch 12/200] [Batch 185/938] [D loss: -3.965881] [G loss: -748.633484]\n",
      "[Epoch 12/200] [Batch 190/938] [D loss: -3.479370] [G loss: -751.003662]\n",
      "[Epoch 12/200] [Batch 195/938] [D loss: -4.295593] [G loss: -750.786438]\n",
      "[Epoch 12/200] [Batch 200/938] [D loss: -3.547974] [G loss: -753.349365]\n",
      "[Epoch 12/200] [Batch 205/938] [D loss: -3.945923] [G loss: -753.454224]\n",
      "[Epoch 12/200] [Batch 210/938] [D loss: -2.680176] [G loss: -752.959473]\n",
      "[Epoch 12/200] [Batch 215/938] [D loss: -2.976990] [G loss: -749.112793]\n",
      "[Epoch 12/200] [Batch 220/938] [D loss: -3.276001] [G loss: -746.173584]\n",
      "[Epoch 12/200] [Batch 225/938] [D loss: -4.226440] [G loss: -742.582092]\n",
      "[Epoch 12/200] [Batch 230/938] [D loss: -3.535461] [G loss: -748.695679]\n",
      "[Epoch 12/200] [Batch 235/938] [D loss: -4.864624] [G loss: -747.467041]\n",
      "[Epoch 12/200] [Batch 240/938] [D loss: -3.147705] [G loss: -748.033386]\n",
      "[Epoch 12/200] [Batch 245/938] [D loss: -4.610413] [G loss: -749.690247]\n",
      "[Epoch 12/200] [Batch 250/938] [D loss: -5.696411] [G loss: -744.828918]\n",
      "[Epoch 12/200] [Batch 255/938] [D loss: -4.778259] [G loss: -747.522461]\n",
      "[Epoch 12/200] [Batch 260/938] [D loss: -4.447510] [G loss: -749.748047]\n",
      "[Epoch 12/200] [Batch 265/938] [D loss: -5.545166] [G loss: -749.593750]\n",
      "[Epoch 12/200] [Batch 270/938] [D loss: -3.937866] [G loss: -748.803711]\n",
      "[Epoch 12/200] [Batch 275/938] [D loss: -5.055237] [G loss: -746.791687]\n",
      "[Epoch 12/200] [Batch 280/938] [D loss: -5.222839] [G loss: -747.716553]\n",
      "[Epoch 12/200] [Batch 285/938] [D loss: -4.638977] [G loss: -751.864624]\n",
      "[Epoch 12/200] [Batch 290/938] [D loss: -5.325684] [G loss: -751.466858]\n",
      "[Epoch 12/200] [Batch 295/938] [D loss: -4.774414] [G loss: -751.961670]\n",
      "[Epoch 12/200] [Batch 300/938] [D loss: -5.082336] [G loss: -748.111511]\n",
      "[Epoch 12/200] [Batch 305/938] [D loss: -5.249084] [G loss: -746.090942]\n",
      "[Epoch 12/200] [Batch 310/938] [D loss: -4.676453] [G loss: -743.542114]\n",
      "[Epoch 12/200] [Batch 315/938] [D loss: -4.371582] [G loss: -738.076294]\n",
      "[Epoch 12/200] [Batch 320/938] [D loss: -4.889221] [G loss: -733.491394]\n",
      "[Epoch 12/200] [Batch 325/938] [D loss: -4.716248] [G loss: -726.922974]\n",
      "[Epoch 12/200] [Batch 330/938] [D loss: -4.762085] [G loss: -720.877991]\n",
      "[Epoch 12/200] [Batch 335/938] [D loss: -4.807068] [G loss: -716.646851]\n",
      "[Epoch 12/200] [Batch 340/938] [D loss: -5.800842] [G loss: -712.529419]\n",
      "[Epoch 12/200] [Batch 345/938] [D loss: -4.668640] [G loss: -709.120667]\n",
      "[Epoch 12/200] [Batch 350/938] [D loss: -5.237488] [G loss: -706.648743]\n",
      "[Epoch 12/200] [Batch 355/938] [D loss: -6.046265] [G loss: -708.330078]\n",
      "[Epoch 12/200] [Batch 360/938] [D loss: -6.377197] [G loss: -709.792908]\n",
      "[Epoch 12/200] [Batch 365/938] [D loss: -5.056213] [G loss: -708.998230]\n",
      "[Epoch 12/200] [Batch 370/938] [D loss: -6.203247] [G loss: -714.981201]\n",
      "[Epoch 12/200] [Batch 375/938] [D loss: -5.704773] [G loss: -714.136963]\n",
      "[Epoch 12/200] [Batch 380/938] [D loss: -5.828369] [G loss: -716.464417]\n",
      "[Epoch 12/200] [Batch 385/938] [D loss: -6.348145] [G loss: -716.819946]\n",
      "[Epoch 12/200] [Batch 390/938] [D loss: -5.316101] [G loss: -714.880127]\n",
      "[Epoch 12/200] [Batch 395/938] [D loss: -5.067993] [G loss: -713.981689]\n",
      "[Epoch 12/200] [Batch 400/938] [D loss: -5.230103] [G loss: -710.324097]\n",
      "[Epoch 12/200] [Batch 405/938] [D loss: -5.686462] [G loss: -708.652405]\n",
      "[Epoch 12/200] [Batch 410/938] [D loss: -5.534302] [G loss: -709.519653]\n",
      "[Epoch 12/200] [Batch 415/938] [D loss: -5.383301] [G loss: -705.170166]\n",
      "[Epoch 12/200] [Batch 420/938] [D loss: -7.274414] [G loss: -702.556946]\n",
      "[Epoch 12/200] [Batch 425/938] [D loss: -5.096680] [G loss: -708.528870]\n",
      "[Epoch 12/200] [Batch 430/938] [D loss: -6.249084] [G loss: -710.307312]\n",
      "[Epoch 12/200] [Batch 435/938] [D loss: -4.730408] [G loss: -714.405151]\n",
      "[Epoch 12/200] [Batch 440/938] [D loss: -6.842834] [G loss: -715.285156]\n",
      "[Epoch 12/200] [Batch 445/938] [D loss: -6.349854] [G loss: -715.911743]\n",
      "[Epoch 12/200] [Batch 450/938] [D loss: -5.590332] [G loss: -715.344727]\n",
      "[Epoch 12/200] [Batch 455/938] [D loss: -6.167419] [G loss: -716.047852]\n",
      "[Epoch 12/200] [Batch 460/938] [D loss: -6.284973] [G loss: -720.474182]\n",
      "[Epoch 12/200] [Batch 465/938] [D loss: -5.432800] [G loss: -717.610840]\n",
      "[Epoch 12/200] [Batch 470/938] [D loss: -6.053040] [G loss: -715.507446]\n",
      "[Epoch 12/200] [Batch 475/938] [D loss: -7.197021] [G loss: -715.006287]\n",
      "[Epoch 12/200] [Batch 480/938] [D loss: -7.380920] [G loss: -711.204712]\n",
      "[Epoch 12/200] [Batch 485/938] [D loss: -7.294983] [G loss: -708.625671]\n",
      "[Epoch 12/200] [Batch 490/938] [D loss: -7.081604] [G loss: -708.928223]\n",
      "[Epoch 12/200] [Batch 495/938] [D loss: -6.881653] [G loss: -703.622681]\n",
      "[Epoch 12/200] [Batch 500/938] [D loss: -6.286377] [G loss: -703.673767]\n",
      "[Epoch 12/200] [Batch 505/938] [D loss: -6.771912] [G loss: -704.095947]\n",
      "[Epoch 12/200] [Batch 510/938] [D loss: -4.560303] [G loss: -705.040894]\n",
      "[Epoch 12/200] [Batch 515/938] [D loss: -5.640320] [G loss: -708.545349]\n",
      "[Epoch 12/200] [Batch 520/938] [D loss: -6.904846] [G loss: -710.957397]\n",
      "[Epoch 12/200] [Batch 525/938] [D loss: -6.842224] [G loss: -711.888062]\n",
      "[Epoch 12/200] [Batch 530/938] [D loss: -6.796875] [G loss: -713.086670]\n",
      "[Epoch 12/200] [Batch 535/938] [D loss: -6.791199] [G loss: -710.779358]\n",
      "[Epoch 12/200] [Batch 540/938] [D loss: -6.802307] [G loss: -714.805847]\n",
      "[Epoch 12/200] [Batch 545/938] [D loss: -6.893799] [G loss: -716.308167]\n",
      "[Epoch 12/200] [Batch 550/938] [D loss: -7.320312] [G loss: -715.245850]\n",
      "[Epoch 12/200] [Batch 555/938] [D loss: -5.777588] [G loss: -714.784668]\n",
      "[Epoch 12/200] [Batch 560/938] [D loss: -5.177979] [G loss: -712.536987]\n",
      "[Epoch 12/200] [Batch 565/938] [D loss: -6.126221] [G loss: -711.560120]\n",
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      "[Epoch 12/200] [Batch 665/938] [D loss: -8.247070] [G loss: -735.720947]\n",
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      "[Epoch 12/200] [Batch 725/938] [D loss: -6.926880] [G loss: -750.295898]\n",
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      "[Epoch 12/200] [Batch 735/938] [D loss: -9.611816] [G loss: -747.478333]\n",
      "[Epoch 12/200] [Batch 740/938] [D loss: -7.837585] [G loss: -749.490356]\n",
      "[Epoch 12/200] [Batch 745/938] [D loss: -8.350464] [G loss: -748.850464]\n",
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      "[Epoch 12/200] [Batch 755/938] [D loss: -11.177856] [G loss: -746.108032]\n",
      "[Epoch 12/200] [Batch 760/938] [D loss: -7.394226] [G loss: -740.177673]\n",
      "[Epoch 12/200] [Batch 765/938] [D loss: -8.952271] [G loss: -737.880615]\n",
      "[Epoch 12/200] [Batch 770/938] [D loss: -7.031982] [G loss: -743.093506]\n",
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      "[Epoch 12/200] [Batch 785/938] [D loss: -8.120789] [G loss: -729.520752]\n",
      "[Epoch 12/200] [Batch 790/938] [D loss: -7.331970] [G loss: -732.423706]\n",
      "[Epoch 12/200] [Batch 795/938] [D loss: -7.714111] [G loss: -731.110840]\n",
      "[Epoch 12/200] [Batch 800/938] [D loss: -7.444458] [G loss: -731.810791]\n",
      "[Epoch 12/200] [Batch 805/938] [D loss: -6.489380] [G loss: -732.117798]\n",
      "[Epoch 12/200] [Batch 810/938] [D loss: -7.215149] [G loss: -730.928650]\n",
      "[Epoch 12/200] [Batch 815/938] [D loss: -8.134277] [G loss: -731.114014]\n",
      "[Epoch 12/200] [Batch 820/938] [D loss: -7.001526] [G loss: -730.989746]\n",
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      "[Epoch 12/200] [Batch 830/938] [D loss: -7.678833] [G loss: -730.409729]\n",
      "[Epoch 12/200] [Batch 835/938] [D loss: -6.204041] [G loss: -733.115845]\n",
      "[Epoch 12/200] [Batch 840/938] [D loss: -5.788147] [G loss: -733.167175]\n",
      "[Epoch 12/200] [Batch 845/938] [D loss: -4.129395] [G loss: -731.539856]\n",
      "[Epoch 12/200] [Batch 850/938] [D loss: -6.293579] [G loss: -734.513550]\n",
      "[Epoch 12/200] [Batch 855/938] [D loss: -5.242615] [G loss: -733.059998]\n",
      "[Epoch 12/200] [Batch 860/938] [D loss: -6.026611] [G loss: -732.875061]\n",
      "[Epoch 12/200] [Batch 865/938] [D loss: -6.275146] [G loss: -729.930908]\n",
      "[Epoch 12/200] [Batch 870/938] [D loss: -6.273499] [G loss: -731.455566]\n",
      "[Epoch 12/200] [Batch 875/938] [D loss: -5.701843] [G loss: -726.938293]\n",
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      "[Epoch 12/200] [Batch 885/938] [D loss: -4.647827] [G loss: -727.584106]\n",
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      "[Epoch 12/200] [Batch 895/938] [D loss: -5.932922] [G loss: -721.969421]\n",
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      "[Epoch 12/200] [Batch 910/938] [D loss: -6.341614] [G loss: -707.190247]\n",
      "[Epoch 12/200] [Batch 915/938] [D loss: -6.103394] [G loss: -705.877136]\n",
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      "[Epoch 12/200] [Batch 925/938] [D loss: -5.877991] [G loss: -707.588379]\n",
      "[Epoch 12/200] [Batch 930/938] [D loss: -4.458862] [G loss: -705.159851]\n",
      "[Epoch 12/200] [Batch 935/938] [D loss: -5.662964] [G loss: -705.233154]\n",
      "[Epoch 13/200] [Batch 0/938] [D loss: -4.341614] [G loss: -704.923279]\n",
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      "[Epoch 13/200] [Batch 155/938] [D loss: -3.257874] [G loss: -675.628174]\n",
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      "[Epoch 13/200] [Batch 330/938] [D loss: -3.577026] [G loss: -643.903564]\n",
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      "[Epoch 13/200] [Batch 355/938] [D loss: -3.002197] [G loss: -634.403137]\n",
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      "[Epoch 13/200] [Batch 365/938] [D loss: -4.362183] [G loss: -633.527954]\n",
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      "[Epoch 13/200] [Batch 615/938] [D loss: -6.197815] [G loss: -626.029297]\n",
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      "[Epoch 13/200] [Batch 835/938] [D loss: -7.495605] [G loss: -633.477600]\n",
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      "[Epoch 13/200] [Batch 870/938] [D loss: -8.193481] [G loss: -616.988647]\n",
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      "[Epoch 14/200] [Batch 0/938] [D loss: -7.474060] [G loss: -640.370178]\n",
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      "[Epoch 14/200] [Batch 670/938] [D loss: -4.261719] [G loss: -722.763367]\n",
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      "[Epoch 15/200] [Batch 0/938] [D loss: -6.637024] [G loss: -678.825806]\n",
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      "[Epoch 15/200] [Batch 725/938] [D loss: -3.562439] [G loss: -607.538940]\n",
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      "[Epoch 15/200] [Batch 760/938] [D loss: -3.187073] [G loss: -606.091125]\n",
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      "[Epoch 15/200] [Batch 865/938] [D loss: -3.111816] [G loss: -612.537781]\n",
      "[Epoch 15/200] [Batch 870/938] [D loss: -4.843262] [G loss: -610.062866]\n",
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      "[Epoch 16/200] [Batch 0/938] [D loss: -3.284912] [G loss: -563.848694]\n",
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      "[Epoch 16/200] [Batch 315/938] [D loss: -4.369934] [G loss: -516.388550]\n",
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      "[Epoch 16/200] [Batch 330/938] [D loss: -5.518188] [G loss: -514.814209]\n",
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      "[Epoch 16/200] [Batch 355/938] [D loss: -4.258545] [G loss: -519.020691]\n",
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      "[Epoch 16/200] [Batch 365/938] [D loss: -5.173401] [G loss: -519.777222]\n",
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      "[Epoch 16/200] [Batch 665/938] [D loss: -4.446899] [G loss: -480.473267]\n",
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      "[Epoch 16/200] [Batch 735/938] [D loss: -4.790009] [G loss: -496.838684]\n",
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      "[Epoch 16/200] [Batch 745/938] [D loss: -2.274475] [G loss: -488.208984]\n",
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      "[Epoch 16/200] [Batch 765/938] [D loss: -4.422180] [G loss: -478.342896]\n",
      "[Epoch 16/200] [Batch 770/938] [D loss: -3.951294] [G loss: -475.917236]\n",
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      "[Epoch 16/200] [Batch 780/938] [D loss: -4.744629] [G loss: -469.908539]\n",
      "[Epoch 16/200] [Batch 785/938] [D loss: -6.938019] [G loss: -469.943390]\n",
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      "[Epoch 16/200] [Batch 885/938] [D loss: -4.375305] [G loss: -515.730347]\n",
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      "[Epoch 16/200] [Batch 935/938] [D loss: -4.509460] [G loss: -520.387695]\n",
      "[Epoch 17/200] [Batch 0/938] [D loss: -5.668457] [G loss: -520.802124]\n",
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      "[Epoch 17/200] [Batch 355/938] [D loss: -6.174988] [G loss: -442.883209]\n",
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      "[Epoch 17/200] [Batch 365/938] [D loss: -5.969177] [G loss: -443.709473]\n",
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      "[Epoch 17/200] [Batch 685/938] [D loss: -5.408295] [G loss: -403.739899]\n",
      "[Epoch 17/200] [Batch 690/938] [D loss: -5.436371] [G loss: -399.415283]\n",
      "[Epoch 17/200] [Batch 695/938] [D loss: -5.058228] [G loss: -396.510284]\n",
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      "[Epoch 17/200] [Batch 730/938] [D loss: -5.506134] [G loss: -403.852936]\n",
      "[Epoch 17/200] [Batch 735/938] [D loss: -7.523315] [G loss: -408.557617]\n",
      "[Epoch 17/200] [Batch 740/938] [D loss: -5.805634] [G loss: -413.712006]\n",
      "[Epoch 17/200] [Batch 745/938] [D loss: -5.783081] [G loss: -416.966553]\n",
      "[Epoch 17/200] [Batch 750/938] [D loss: -6.708954] [G loss: -415.067261]\n",
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      "[Epoch 17/200] [Batch 765/938] [D loss: -5.728363] [G loss: -414.552368]\n",
      "[Epoch 17/200] [Batch 770/938] [D loss: -7.266602] [G loss: -418.145081]\n",
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      "[Epoch 17/200] [Batch 780/938] [D loss: -6.821136] [G loss: -413.901123]\n",
      "[Epoch 17/200] [Batch 785/938] [D loss: -7.816895] [G loss: -415.128174]\n",
      "[Epoch 17/200] [Batch 790/938] [D loss: -6.007812] [G loss: -413.898254]\n",
      "[Epoch 17/200] [Batch 795/938] [D loss: -6.608093] [G loss: -410.334167]\n",
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      "[Epoch 17/200] [Batch 805/938] [D loss: -6.464996] [G loss: -400.849854]\n",
      "[Epoch 17/200] [Batch 810/938] [D loss: -6.076019] [G loss: -394.184601]\n",
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      "[Epoch 17/200] [Batch 825/938] [D loss: -5.937897] [G loss: -388.086365]\n",
      "[Epoch 17/200] [Batch 830/938] [D loss: -7.579559] [G loss: -383.938721]\n",
      "[Epoch 17/200] [Batch 835/938] [D loss: -6.216095] [G loss: -383.661896]\n",
      "[Epoch 17/200] [Batch 840/938] [D loss: -5.828552] [G loss: -384.717682]\n",
      "[Epoch 17/200] [Batch 845/938] [D loss: -7.231750] [G loss: -381.355865]\n",
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      "[Epoch 17/200] [Batch 860/938] [D loss: -8.253845] [G loss: -378.956665]\n",
      "[Epoch 17/200] [Batch 865/938] [D loss: -5.189301] [G loss: -379.670471]\n",
      "[Epoch 17/200] [Batch 870/938] [D loss: -5.455872] [G loss: -380.000732]\n",
      "[Epoch 17/200] [Batch 875/938] [D loss: -5.448395] [G loss: -380.122498]\n",
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      "[Epoch 17/200] [Batch 885/938] [D loss: -5.892365] [G loss: -369.442627]\n",
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      "[Epoch 17/200] [Batch 910/938] [D loss: -5.965210] [G loss: -363.434906]\n",
      "[Epoch 17/200] [Batch 915/938] [D loss: -6.810303] [G loss: -364.132050]\n",
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      "[Epoch 17/200] [Batch 930/938] [D loss: -5.615356] [G loss: -375.833130]\n",
      "[Epoch 17/200] [Batch 935/938] [D loss: -6.343506] [G loss: -378.149841]\n",
      "[Epoch 18/200] [Batch 0/938] [D loss: -7.108521] [G loss: -377.653992]\n",
      "[Epoch 18/200] [Batch 5/938] [D loss: -6.388214] [G loss: -374.766174]\n",
      "[Epoch 18/200] [Batch 10/938] [D loss: -6.334167] [G loss: -372.673248]\n",
      "[Epoch 18/200] [Batch 15/938] [D loss: -5.757172] [G loss: -369.555298]\n",
      "[Epoch 18/200] [Batch 20/938] [D loss: -6.042511] [G loss: -366.883789]\n",
      "[Epoch 18/200] [Batch 25/938] [D loss: -8.100708] [G loss: -362.245453]\n",
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      "[Epoch 18/200] [Batch 40/938] [D loss: -5.655090] [G loss: -351.287842]\n",
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      "[Epoch 18/200] [Batch 55/938] [D loss: -7.604370] [G loss: -349.249451]\n",
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      "[Epoch 18/200] [Batch 70/938] [D loss: -5.903717] [G loss: -349.105255]\n",
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      "[Epoch 18/200] [Batch 85/938] [D loss: -6.104431] [G loss: -346.027130]\n",
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      "[Epoch 18/200] [Batch 135/938] [D loss: -7.800812] [G loss: -361.574677]\n",
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      "[Epoch 18/200] [Batch 180/938] [D loss: -6.607788] [G loss: -356.691681]\n",
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      "[Epoch 18/200] [Batch 200/938] [D loss: -6.318268] [G loss: -350.490936]\n",
      "[Epoch 18/200] [Batch 205/938] [D loss: -5.536987] [G loss: -355.696289]\n",
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      "[Epoch 18/200] [Batch 220/938] [D loss: -4.831696] [G loss: -358.671234]\n",
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      "[Epoch 18/200] [Batch 235/938] [D loss: -6.315430] [G loss: -357.864990]\n",
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      "[Epoch 18/200] [Batch 245/938] [D loss: -7.524139] [G loss: -355.939026]\n",
      "[Epoch 18/200] [Batch 250/938] [D loss: -4.248749] [G loss: -353.538635]\n",
      "[Epoch 18/200] [Batch 255/938] [D loss: -7.165588] [G loss: -357.314117]\n",
      "[Epoch 18/200] [Batch 260/938] [D loss: -5.871826] [G loss: -356.540527]\n",
      "[Epoch 18/200] [Batch 265/938] [D loss: -4.925018] [G loss: -354.734802]\n",
      "[Epoch 18/200] [Batch 270/938] [D loss: -4.203522] [G loss: -360.095673]\n",
      "[Epoch 18/200] [Batch 275/938] [D loss: -5.198486] [G loss: -362.323578]\n",
      "[Epoch 18/200] [Batch 280/938] [D loss: -6.120026] [G loss: -359.888367]\n",
      "[Epoch 18/200] [Batch 285/938] [D loss: -5.258575] [G loss: -358.614227]\n",
      "[Epoch 18/200] [Batch 290/938] [D loss: -4.255798] [G loss: -362.213654]\n",
      "[Epoch 18/200] [Batch 295/938] [D loss: -6.212372] [G loss: -365.286469]\n",
      "[Epoch 18/200] [Batch 300/938] [D loss: -5.906799] [G loss: -363.321350]\n",
      "[Epoch 18/200] [Batch 305/938] [D loss: -5.513763] [G loss: -363.610016]\n",
      "[Epoch 18/200] [Batch 310/938] [D loss: -5.452057] [G loss: -367.451324]\n",
      "[Epoch 18/200] [Batch 315/938] [D loss: -5.737885] [G loss: -368.816345]\n",
      "[Epoch 18/200] [Batch 320/938] [D loss: -4.459167] [G loss: -367.571045]\n",
      "[Epoch 18/200] [Batch 325/938] [D loss: -6.470795] [G loss: -368.129791]\n",
      "[Epoch 18/200] [Batch 330/938] [D loss: -8.164215] [G loss: -371.623627]\n",
      "[Epoch 18/200] [Batch 335/938] [D loss: -6.029785] [G loss: -370.342560]\n",
      "[Epoch 18/200] [Batch 340/938] [D loss: -5.759064] [G loss: -372.754608]\n",
      "[Epoch 18/200] [Batch 345/938] [D loss: -7.878754] [G loss: -374.416565]\n",
      "[Epoch 18/200] [Batch 350/938] [D loss: -7.224213] [G loss: -374.076569]\n",
      "[Epoch 18/200] [Batch 355/938] [D loss: -5.975830] [G loss: -372.407104]\n",
      "[Epoch 18/200] [Batch 360/938] [D loss: -6.641785] [G loss: -371.619537]\n",
      "[Epoch 18/200] [Batch 365/938] [D loss: -7.578033] [G loss: -365.673218]\n",
      "[Epoch 18/200] [Batch 370/938] [D loss: -6.169312] [G loss: -368.802063]\n",
      "[Epoch 18/200] [Batch 375/938] [D loss: -6.299683] [G loss: -372.193359]\n",
      "[Epoch 18/200] [Batch 380/938] [D loss: -8.380280] [G loss: -373.546143]\n",
      "[Epoch 18/200] [Batch 385/938] [D loss: -7.769501] [G loss: -370.642090]\n",
      "[Epoch 18/200] [Batch 390/938] [D loss: -5.507050] [G loss: -370.058350]\n",
      "[Epoch 18/200] [Batch 395/938] [D loss: -7.228577] [G loss: -368.992554]\n",
      "[Epoch 18/200] [Batch 400/938] [D loss: -7.787201] [G loss: -370.658447]\n",
      "[Epoch 18/200] [Batch 405/938] [D loss: -8.622925] [G loss: -365.413574]\n",
      "[Epoch 18/200] [Batch 410/938] [D loss: -5.236298] [G loss: -361.640503]\n",
      "[Epoch 18/200] [Batch 415/938] [D loss: -6.956726] [G loss: -358.644196]\n",
      "[Epoch 18/200] [Batch 420/938] [D loss: -6.988342] [G loss: -361.509155]\n",
      "[Epoch 18/200] [Batch 425/938] [D loss: -6.992279] [G loss: -362.329803]\n",
      "[Epoch 18/200] [Batch 430/938] [D loss: -6.980408] [G loss: -362.272583]\n",
      "[Epoch 18/200] [Batch 435/938] [D loss: -6.102478] [G loss: -363.070190]\n",
      "[Epoch 18/200] [Batch 440/938] [D loss: -7.410522] [G loss: -364.186157]\n",
      "[Epoch 18/200] [Batch 445/938] [D loss: -6.866852] [G loss: -362.225037]\n",
      "[Epoch 18/200] [Batch 450/938] [D loss: -7.154144] [G loss: -366.470886]\n",
      "[Epoch 18/200] [Batch 455/938] [D loss: -6.897522] [G loss: -369.604767]\n",
      "[Epoch 18/200] [Batch 460/938] [D loss: -7.675873] [G loss: -372.307037]\n",
      "[Epoch 18/200] [Batch 465/938] [D loss: -5.168701] [G loss: -368.569580]\n",
      "[Epoch 18/200] [Batch 470/938] [D loss: -7.729065] [G loss: -369.559570]\n",
      "[Epoch 18/200] [Batch 475/938] [D loss: -6.533997] [G loss: -365.854828]\n",
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      "[Epoch 18/200] [Batch 485/938] [D loss: -8.180511] [G loss: -359.185211]\n",
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      "[Epoch 18/200] [Batch 500/938] [D loss: -5.883575] [G loss: -344.266602]\n",
      "[Epoch 18/200] [Batch 505/938] [D loss: -7.503998] [G loss: -339.035675]\n",
      "[Epoch 18/200] [Batch 510/938] [D loss: -6.434204] [G loss: -334.425964]\n",
      "[Epoch 18/200] [Batch 515/938] [D loss: -5.673889] [G loss: -330.293304]\n",
      "[Epoch 18/200] [Batch 520/938] [D loss: -7.354828] [G loss: -326.233643]\n",
      "[Epoch 18/200] [Batch 525/938] [D loss: -7.351166] [G loss: -321.326630]\n",
      "[Epoch 18/200] [Batch 530/938] [D loss: -7.248840] [G loss: -319.246124]\n",
      "[Epoch 18/200] [Batch 535/938] [D loss: -9.123779] [G loss: -316.875366]\n",
      "[Epoch 18/200] [Batch 540/938] [D loss: -5.835571] [G loss: -314.484497]\n",
      "[Epoch 18/200] [Batch 545/938] [D loss: -8.557831] [G loss: -312.380463]\n",
      "[Epoch 18/200] [Batch 550/938] [D loss: -7.974548] [G loss: -304.576813]\n",
      "[Epoch 18/200] [Batch 555/938] [D loss: -7.744965] [G loss: -302.233826]\n",
      "[Epoch 18/200] [Batch 560/938] [D loss: -6.947632] [G loss: -303.155762]\n",
      "[Epoch 18/200] [Batch 565/938] [D loss: -8.409363] [G loss: -297.522461]\n",
      "[Epoch 18/200] [Batch 570/938] [D loss: -8.086456] [G loss: -298.200623]\n",
      "[Epoch 18/200] [Batch 575/938] [D loss: -9.563660] [G loss: -297.478943]\n",
      "[Epoch 18/200] [Batch 580/938] [D loss: -5.868683] [G loss: -298.438416]\n",
      "[Epoch 18/200] [Batch 585/938] [D loss: -5.842377] [G loss: -299.134430]\n",
      "[Epoch 18/200] [Batch 590/938] [D loss: -7.146698] [G loss: -301.825256]\n",
      "[Epoch 18/200] [Batch 595/938] [D loss: -7.253204] [G loss: -300.869690]\n",
      "[Epoch 18/200] [Batch 600/938] [D loss: -7.710144] [G loss: -302.531189]\n",
      "[Epoch 18/200] [Batch 605/938] [D loss: -7.471497] [G loss: -303.471924]\n",
      "[Epoch 18/200] [Batch 610/938] [D loss: -6.759125] [G loss: -301.463348]\n",
      "[Epoch 18/200] [Batch 615/938] [D loss: -7.023224] [G loss: -299.177002]\n",
      "[Epoch 18/200] [Batch 620/938] [D loss: -5.889923] [G loss: -297.173859]\n",
      "[Epoch 18/200] [Batch 625/938] [D loss: -7.757172] [G loss: -296.430298]\n",
      "[Epoch 18/200] [Batch 630/938] [D loss: -5.393524] [G loss: -289.338837]\n",
      "[Epoch 18/200] [Batch 635/938] [D loss: -7.136383] [G loss: -288.701294]\n",
      "[Epoch 18/200] [Batch 640/938] [D loss: -8.019684] [G loss: -288.635437]\n",
      "[Epoch 18/200] [Batch 645/938] [D loss: -6.560364] [G loss: -291.916748]\n",
      "[Epoch 18/200] [Batch 650/938] [D loss: -7.580902] [G loss: -290.973236]\n",
      "[Epoch 18/200] [Batch 655/938] [D loss: -7.203369] [G loss: -290.991486]\n",
      "[Epoch 18/200] [Batch 660/938] [D loss: -6.397186] [G loss: -290.816772]\n",
      "[Epoch 18/200] [Batch 665/938] [D loss: -5.747192] [G loss: -291.645721]\n",
      "[Epoch 18/200] [Batch 670/938] [D loss: -6.825745] [G loss: -293.235443]\n",
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      "[Epoch 18/200] [Batch 680/938] [D loss: -5.503021] [G loss: -294.059784]\n",
      "[Epoch 18/200] [Batch 685/938] [D loss: -6.768402] [G loss: -295.029114]\n",
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      "[Epoch 18/200] [Batch 700/938] [D loss: -6.847626] [G loss: -291.500244]\n",
      "[Epoch 18/200] [Batch 705/938] [D loss: -6.820068] [G loss: -290.142609]\n",
      "[Epoch 18/200] [Batch 710/938] [D loss: -6.678040] [G loss: -285.595673]\n",
      "[Epoch 18/200] [Batch 715/938] [D loss: -6.268188] [G loss: -283.986176]\n",
      "[Epoch 18/200] [Batch 720/938] [D loss: -6.179779] [G loss: -286.598114]\n",
      "[Epoch 18/200] [Batch 725/938] [D loss: -6.307343] [G loss: -285.483124]\n",
      "[Epoch 18/200] [Batch 730/938] [D loss: -8.723236] [G loss: -284.701752]\n",
      "[Epoch 18/200] [Batch 735/938] [D loss: -5.300262] [G loss: -282.955566]\n",
      "[Epoch 18/200] [Batch 740/938] [D loss: -6.024384] [G loss: -282.119934]\n",
      "[Epoch 18/200] [Batch 745/938] [D loss: -6.743011] [G loss: -286.325653]\n",
      "[Epoch 18/200] [Batch 750/938] [D loss: -5.785614] [G loss: -290.123718]\n",
      "[Epoch 18/200] [Batch 755/938] [D loss: -7.173737] [G loss: -290.957458]\n",
      "[Epoch 18/200] [Batch 760/938] [D loss: -5.754028] [G loss: -290.473694]\n",
      "[Epoch 18/200] [Batch 765/938] [D loss: -6.809723] [G loss: -289.918701]\n",
      "[Epoch 18/200] [Batch 770/938] [D loss: -5.518280] [G loss: -288.572784]\n",
      "[Epoch 18/200] [Batch 775/938] [D loss: -6.289948] [G loss: -290.645996]\n",
      "[Epoch 18/200] [Batch 780/938] [D loss: -5.785767] [G loss: -294.374573]\n",
      "[Epoch 18/200] [Batch 785/938] [D loss: -5.299896] [G loss: -292.123962]\n",
      "[Epoch 18/200] [Batch 790/938] [D loss: -5.443848] [G loss: -290.878906]\n",
      "[Epoch 18/200] [Batch 795/938] [D loss: -3.799988] [G loss: -287.089996]\n",
      "[Epoch 18/200] [Batch 800/938] [D loss: -5.207550] [G loss: -283.879242]\n",
      "[Epoch 18/200] [Batch 805/938] [D loss: -4.751007] [G loss: -276.848206]\n",
      "[Epoch 18/200] [Batch 810/938] [D loss: -5.383667] [G loss: -272.219940]\n",
      "[Epoch 18/200] [Batch 815/938] [D loss: -4.439301] [G loss: -268.892517]\n",
      "[Epoch 18/200] [Batch 820/938] [D loss: -6.684753] [G loss: -266.255463]\n",
      "[Epoch 18/200] [Batch 825/938] [D loss: -6.458099] [G loss: -262.647949]\n",
      "[Epoch 18/200] [Batch 830/938] [D loss: -5.352356] [G loss: -247.254150]\n",
      "[Epoch 18/200] [Batch 835/938] [D loss: -5.029144] [G loss: -243.807693]\n",
      "[Epoch 18/200] [Batch 840/938] [D loss: -6.391571] [G loss: -239.009094]\n",
      "[Epoch 18/200] [Batch 845/938] [D loss: -4.796783] [G loss: -243.016205]\n",
      "[Epoch 18/200] [Batch 850/938] [D loss: -5.517563] [G loss: -244.620605]\n",
      "[Epoch 18/200] [Batch 855/938] [D loss: -6.154251] [G loss: -246.385971]\n",
      "[Epoch 18/200] [Batch 860/938] [D loss: -4.898972] [G loss: -249.476822]\n",
      "[Epoch 18/200] [Batch 865/938] [D loss: -5.171661] [G loss: -253.848892]\n",
      "[Epoch 18/200] [Batch 870/938] [D loss: -5.850647] [G loss: -255.175217]\n",
      "[Epoch 18/200] [Batch 875/938] [D loss: -6.934052] [G loss: -253.130936]\n",
      "[Epoch 18/200] [Batch 880/938] [D loss: -5.959457] [G loss: -252.958145]\n",
      "[Epoch 18/200] [Batch 885/938] [D loss: -5.939026] [G loss: -256.119904]\n",
      "[Epoch 18/200] [Batch 890/938] [D loss: -4.576843] [G loss: -256.119354]\n",
      "[Epoch 18/200] [Batch 895/938] [D loss: -4.896301] [G loss: -257.081360]\n",
      "[Epoch 18/200] [Batch 900/938] [D loss: -5.175995] [G loss: -259.797089]\n",
      "[Epoch 18/200] [Batch 905/938] [D loss: -4.959564] [G loss: -256.384888]\n",
      "[Epoch 18/200] [Batch 910/938] [D loss: -5.796021] [G loss: -257.275757]\n",
      "[Epoch 18/200] [Batch 915/938] [D loss: -4.740204] [G loss: -257.670410]\n",
      "[Epoch 18/200] [Batch 920/938] [D loss: -4.641327] [G loss: -258.731964]\n",
      "[Epoch 18/200] [Batch 925/938] [D loss: -4.920380] [G loss: -258.234161]\n",
      "[Epoch 18/200] [Batch 930/938] [D loss: -5.064270] [G loss: -257.430481]\n",
      "[Epoch 18/200] [Batch 935/938] [D loss: -5.759918] [G loss: -252.553345]\n",
      "[Epoch 19/200] [Batch 0/938] [D loss: -5.616745] [G loss: -251.806015]\n",
      "[Epoch 19/200] [Batch 5/938] [D loss: -5.964539] [G loss: -252.027267]\n",
      "[Epoch 19/200] [Batch 10/938] [D loss: -6.253662] [G loss: -251.875443]\n",
      "[Epoch 19/200] [Batch 15/938] [D loss: -5.872482] [G loss: -250.301437]\n",
      "[Epoch 19/200] [Batch 20/938] [D loss: -5.208710] [G loss: -247.133026]\n",
      "[Epoch 19/200] [Batch 25/938] [D loss: -5.299698] [G loss: -242.153717]\n",
      "[Epoch 19/200] [Batch 30/938] [D loss: -4.638245] [G loss: -238.775589]\n",
      "[Epoch 19/200] [Batch 35/938] [D loss: -6.479935] [G loss: -240.198853]\n",
      "[Epoch 19/200] [Batch 40/938] [D loss: -6.760956] [G loss: -236.687347]\n",
      "[Epoch 19/200] [Batch 45/938] [D loss: -7.219147] [G loss: -231.072601]\n",
      "[Epoch 19/200] [Batch 50/938] [D loss: -7.733124] [G loss: -231.717010]\n",
      "[Epoch 19/200] [Batch 55/938] [D loss: -5.018723] [G loss: -235.133713]\n",
      "[Epoch 19/200] [Batch 60/938] [D loss: -3.694687] [G loss: -234.955750]\n",
      "[Epoch 19/200] [Batch 65/938] [D loss: -6.441757] [G loss: -233.777344]\n",
      "[Epoch 19/200] [Batch 70/938] [D loss: -5.580444] [G loss: -231.667358]\n",
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      "[Epoch 19/200] [Batch 80/938] [D loss: -4.657806] [G loss: -235.289948]\n",
      "[Epoch 19/200] [Batch 85/938] [D loss: -6.993515] [G loss: -232.078339]\n",
      "[Epoch 19/200] [Batch 90/938] [D loss: -5.706940] [G loss: -230.608749]\n",
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      "[Epoch 19/200] [Batch 115/938] [D loss: -5.671509] [G loss: -237.228180]\n",
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      "[Epoch 19/200] [Batch 125/938] [D loss: -4.681961] [G loss: -239.194687]\n",
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      "[Epoch 19/200] [Batch 135/938] [D loss: -5.388535] [G loss: -244.880188]\n",
      "[Epoch 19/200] [Batch 140/938] [D loss: -5.205109] [G loss: -240.260315]\n",
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      "[Epoch 19/200] [Batch 150/938] [D loss: -5.530579] [G loss: -242.908951]\n",
      "[Epoch 19/200] [Batch 155/938] [D loss: -6.281677] [G loss: -243.595520]\n",
      "[Epoch 19/200] [Batch 160/938] [D loss: -6.103302] [G loss: -239.576736]\n",
      "[Epoch 19/200] [Batch 165/938] [D loss: -4.530685] [G loss: -241.444885]\n",
      "[Epoch 19/200] [Batch 170/938] [D loss: -4.550430] [G loss: -242.678436]\n",
      "[Epoch 19/200] [Batch 175/938] [D loss: -5.910049] [G loss: -247.081116]\n",
      "[Epoch 19/200] [Batch 180/938] [D loss: -4.632370] [G loss: -242.043777]\n",
      "[Epoch 19/200] [Batch 185/938] [D loss: -4.248428] [G loss: -242.916382]\n",
      "[Epoch 19/200] [Batch 190/938] [D loss: -5.606354] [G loss: -239.405441]\n",
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      "[Epoch 19/200] [Batch 200/938] [D loss: -5.663589] [G loss: -238.152039]\n",
      "[Epoch 19/200] [Batch 205/938] [D loss: -4.193268] [G loss: -235.235596]\n",
      "[Epoch 19/200] [Batch 210/938] [D loss: -5.447144] [G loss: -231.809601]\n",
      "[Epoch 19/200] [Batch 215/938] [D loss: -4.811249] [G loss: -228.962921]\n",
      "[Epoch 19/200] [Batch 220/938] [D loss: -4.615540] [G loss: -230.321518]\n",
      "[Epoch 19/200] [Batch 225/938] [D loss: -6.458130] [G loss: -227.663803]\n",
      "[Epoch 19/200] [Batch 230/938] [D loss: -5.155807] [G loss: -223.891312]\n",
      "[Epoch 19/200] [Batch 235/938] [D loss: -6.786606] [G loss: -221.422516]\n",
      "[Epoch 19/200] [Batch 240/938] [D loss: -4.424362] [G loss: -214.820709]\n",
      "[Epoch 19/200] [Batch 245/938] [D loss: -6.132782] [G loss: -215.173721]\n",
      "[Epoch 19/200] [Batch 250/938] [D loss: -5.606598] [G loss: -208.565918]\n",
      "[Epoch 19/200] [Batch 255/938] [D loss: -5.028030] [G loss: -209.226379]\n",
      "[Epoch 19/200] [Batch 260/938] [D loss: -6.309860] [G loss: -209.010101]\n",
      "[Epoch 19/200] [Batch 265/938] [D loss: -4.504807] [G loss: -205.799149]\n",
      "[Epoch 19/200] [Batch 270/938] [D loss: -3.418091] [G loss: -213.978912]\n",
      "[Epoch 19/200] [Batch 275/938] [D loss: -5.168839] [G loss: -216.678986]\n",
      "[Epoch 19/200] [Batch 280/938] [D loss: -5.481995] [G loss: -217.842377]\n",
      "[Epoch 19/200] [Batch 285/938] [D loss: -4.321716] [G loss: -216.880646]\n",
      "[Epoch 19/200] [Batch 290/938] [D loss: -5.114883] [G loss: -214.776672]\n",
      "[Epoch 19/200] [Batch 295/938] [D loss: -6.608688] [G loss: -217.757339]\n",
      "[Epoch 19/200] [Batch 300/938] [D loss: -4.197250] [G loss: -220.140396]\n",
      "[Epoch 19/200] [Batch 305/938] [D loss: -6.419189] [G loss: -217.080475]\n",
      "[Epoch 19/200] [Batch 310/938] [D loss: -3.981583] [G loss: -216.207840]\n",
      "[Epoch 19/200] [Batch 315/938] [D loss: -5.868958] [G loss: -218.230240]\n",
      "[Epoch 19/200] [Batch 320/938] [D loss: -4.122345] [G loss: -223.073578]\n",
      "[Epoch 19/200] [Batch 325/938] [D loss: -5.263931] [G loss: -226.361267]\n",
      "[Epoch 19/200] [Batch 330/938] [D loss: -4.635620] [G loss: -227.492294]\n",
      "[Epoch 19/200] [Batch 335/938] [D loss: -5.232758] [G loss: -225.396103]\n",
      "[Epoch 19/200] [Batch 340/938] [D loss: -5.185303] [G loss: -228.674194]\n",
      "[Epoch 19/200] [Batch 345/938] [D loss: -4.821838] [G loss: -231.555984]\n",
      "[Epoch 19/200] [Batch 350/938] [D loss: -4.940323] [G loss: -234.212433]\n",
      "[Epoch 19/200] [Batch 355/938] [D loss: -3.593185] [G loss: -229.674973]\n",
      "[Epoch 19/200] [Batch 360/938] [D loss: -4.406708] [G loss: -228.002747]\n",
      "[Epoch 19/200] [Batch 365/938] [D loss: -5.034225] [G loss: -227.479080]\n",
      "[Epoch 19/200] [Batch 370/938] [D loss: -6.535858] [G loss: -228.910599]\n",
      "[Epoch 19/200] [Batch 375/938] [D loss: -4.812881] [G loss: -228.925552]\n",
      "[Epoch 19/200] [Batch 380/938] [D loss: -4.082977] [G loss: -224.932892]\n",
      "[Epoch 19/200] [Batch 385/938] [D loss: -4.788666] [G loss: -228.926544]\n",
      "[Epoch 19/200] [Batch 390/938] [D loss: -4.886917] [G loss: -225.245972]\n",
      "[Epoch 19/200] [Batch 395/938] [D loss: -4.844803] [G loss: -227.656006]\n",
      "[Epoch 19/200] [Batch 400/938] [D loss: -3.961990] [G loss: -225.565414]\n",
      "[Epoch 19/200] [Batch 405/938] [D loss: -3.074387] [G loss: -228.608459]\n",
      "[Epoch 19/200] [Batch 410/938] [D loss: -3.928329] [G loss: -228.868195]\n",
      "[Epoch 19/200] [Batch 415/938] [D loss: -3.591919] [G loss: -233.790909]\n",
      "[Epoch 19/200] [Batch 420/938] [D loss: -3.413269] [G loss: -232.428284]\n",
      "[Epoch 19/200] [Batch 425/938] [D loss: -4.128479] [G loss: -229.029236]\n",
      "[Epoch 19/200] [Batch 430/938] [D loss: -3.342529] [G loss: -230.318344]\n",
      "[Epoch 19/200] [Batch 435/938] [D loss: -4.034836] [G loss: -231.575119]\n",
      "[Epoch 19/200] [Batch 440/938] [D loss: -2.389206] [G loss: -227.454758]\n",
      "[Epoch 19/200] [Batch 445/938] [D loss: -3.834564] [G loss: -227.689606]\n",
      "[Epoch 19/200] [Batch 450/938] [D loss: -4.042236] [G loss: -229.184387]\n",
      "[Epoch 19/200] [Batch 455/938] [D loss: -3.200729] [G loss: -232.859406]\n",
      "[Epoch 19/200] [Batch 460/938] [D loss: -5.295700] [G loss: -232.582672]\n",
      "[Epoch 19/200] [Batch 465/938] [D loss: -3.995071] [G loss: -234.385223]\n",
      "[Epoch 19/200] [Batch 470/938] [D loss: -3.893097] [G loss: -234.848541]\n",
      "[Epoch 19/200] [Batch 475/938] [D loss: -4.586685] [G loss: -237.524277]\n",
      "[Epoch 19/200] [Batch 480/938] [D loss: -4.180588] [G loss: -235.646515]\n",
      "[Epoch 19/200] [Batch 485/938] [D loss: -3.709717] [G loss: -232.542542]\n",
      "[Epoch 19/200] [Batch 490/938] [D loss: -2.877533] [G loss: -236.185089]\n",
      "[Epoch 19/200] [Batch 495/938] [D loss: -4.023315] [G loss: -231.586639]\n",
      "[Epoch 19/200] [Batch 500/938] [D loss: -4.577194] [G loss: -232.536652]\n",
      "[Epoch 19/200] [Batch 505/938] [D loss: -3.919052] [G loss: -233.443970]\n",
      "[Epoch 19/200] [Batch 510/938] [D loss: -5.946884] [G loss: -234.928680]\n",
      "[Epoch 19/200] [Batch 515/938] [D loss: -4.629532] [G loss: -237.180908]\n",
      "[Epoch 19/200] [Batch 520/938] [D loss: -4.336868] [G loss: -239.674850]\n",
      "[Epoch 19/200] [Batch 525/938] [D loss: -4.758255] [G loss: -240.167526]\n",
      "[Epoch 19/200] [Batch 530/938] [D loss: -4.189804] [G loss: -239.914734]\n",
      "[Epoch 19/200] [Batch 535/938] [D loss: -4.014145] [G loss: -236.763916]\n",
      "[Epoch 19/200] [Batch 540/938] [D loss: -2.940857] [G loss: -234.364273]\n",
      "[Epoch 19/200] [Batch 545/938] [D loss: -5.453873] [G loss: -233.584824]\n",
      "[Epoch 19/200] [Batch 550/938] [D loss: -4.647491] [G loss: -230.668823]\n",
      "[Epoch 19/200] [Batch 555/938] [D loss: -4.541550] [G loss: -229.400558]\n",
      "[Epoch 19/200] [Batch 560/938] [D loss: -4.314468] [G loss: -227.875305]\n",
      "[Epoch 19/200] [Batch 565/938] [D loss: -3.880127] [G loss: -223.240906]\n",
      "[Epoch 19/200] [Batch 570/938] [D loss: -3.778076] [G loss: -218.115448]\n",
      "[Epoch 19/200] [Batch 575/938] [D loss: -2.795578] [G loss: -215.344421]\n",
      "[Epoch 19/200] [Batch 580/938] [D loss: -3.726364] [G loss: -214.807343]\n",
      "[Epoch 19/200] [Batch 585/938] [D loss: -4.970459] [G loss: -210.344437]\n",
      "[Epoch 19/200] [Batch 590/938] [D loss: -3.089859] [G loss: -217.950745]\n",
      "[Epoch 19/200] [Batch 595/938] [D loss: -3.938354] [G loss: -214.592133]\n",
      "[Epoch 19/200] [Batch 600/938] [D loss: -3.459747] [G loss: -215.513168]\n",
      "[Epoch 19/200] [Batch 605/938] [D loss: -3.666260] [G loss: -218.228592]\n",
      "[Epoch 19/200] [Batch 610/938] [D loss: -4.099335] [G loss: -218.900742]\n",
      "[Epoch 19/200] [Batch 615/938] [D loss: -4.382812] [G loss: -220.803558]\n",
      "[Epoch 19/200] [Batch 620/938] [D loss: -4.768387] [G loss: -220.198471]\n",
      "[Epoch 19/200] [Batch 625/938] [D loss: -4.134354] [G loss: -218.076157]\n",
      "[Epoch 19/200] [Batch 630/938] [D loss: -3.905487] [G loss: -221.755234]\n",
      "[Epoch 19/200] [Batch 635/938] [D loss: -4.957947] [G loss: -221.300644]\n",
      "[Epoch 19/200] [Batch 640/938] [D loss: -4.103729] [G loss: -223.094513]\n",
      "[Epoch 19/200] [Batch 645/938] [D loss: -4.503525] [G loss: -222.759277]\n",
      "[Epoch 19/200] [Batch 650/938] [D loss: -4.214615] [G loss: -220.690369]\n",
      "[Epoch 19/200] [Batch 655/938] [D loss: -3.953598] [G loss: -218.666641]\n",
      "[Epoch 19/200] [Batch 660/938] [D loss: -4.824539] [G loss: -219.478546]\n",
      "[Epoch 19/200] [Batch 665/938] [D loss: -3.885147] [G loss: -216.445648]\n",
      "[Epoch 19/200] [Batch 670/938] [D loss: -4.494385] [G loss: -214.154968]\n",
      "[Epoch 19/200] [Batch 675/938] [D loss: -4.357376] [G loss: -211.283020]\n",
      "[Epoch 19/200] [Batch 680/938] [D loss: -6.469009] [G loss: -205.640335]\n",
      "[Epoch 19/200] [Batch 685/938] [D loss: -5.262985] [G loss: -203.764664]\n",
      "[Epoch 19/200] [Batch 690/938] [D loss: -4.709641] [G loss: -194.796204]\n",
      "[Epoch 19/200] [Batch 695/938] [D loss: -3.543854] [G loss: -194.550827]\n",
      "[Epoch 19/200] [Batch 700/938] [D loss: -4.202530] [G loss: -188.094177]\n",
      "[Epoch 19/200] [Batch 705/938] [D loss: -4.175522] [G loss: -180.228256]\n",
      "[Epoch 19/200] [Batch 710/938] [D loss: -4.481598] [G loss: -177.804291]\n",
      "[Epoch 19/200] [Batch 715/938] [D loss: -5.922943] [G loss: -174.568970]\n",
      "[Epoch 19/200] [Batch 720/938] [D loss: -3.836121] [G loss: -177.633652]\n",
      "[Epoch 19/200] [Batch 725/938] [D loss: -6.230667] [G loss: -177.999664]\n",
      "[Epoch 19/200] [Batch 730/938] [D loss: -5.864563] [G loss: -176.885544]\n",
      "[Epoch 19/200] [Batch 735/938] [D loss: -5.110321] [G loss: -180.854401]\n",
      "[Epoch 19/200] [Batch 740/938] [D loss: -4.090927] [G loss: -180.084000]\n",
      "[Epoch 19/200] [Batch 745/938] [D loss: -6.322571] [G loss: -178.882294]\n",
      "[Epoch 19/200] [Batch 750/938] [D loss: -6.119492] [G loss: -178.999649]\n",
      "[Epoch 19/200] [Batch 755/938] [D loss: -5.984543] [G loss: -180.784805]\n",
      "[Epoch 19/200] [Batch 760/938] [D loss: -4.966843] [G loss: -177.696808]\n",
      "[Epoch 19/200] [Batch 765/938] [D loss: -6.155243] [G loss: -180.450241]\n",
      "[Epoch 19/200] [Batch 770/938] [D loss: -6.852814] [G loss: -180.564987]\n",
      "[Epoch 19/200] [Batch 775/938] [D loss: -5.855606] [G loss: -182.714386]\n",
      "[Epoch 19/200] [Batch 780/938] [D loss: -6.490646] [G loss: -185.031616]\n",
      "[Epoch 19/200] [Batch 785/938] [D loss: -5.309448] [G loss: -179.839737]\n",
      "[Epoch 19/200] [Batch 790/938] [D loss: -6.258881] [G loss: -185.558701]\n",
      "[Epoch 19/200] [Batch 795/938] [D loss: -4.584122] [G loss: -182.414490]\n",
      "[Epoch 19/200] [Batch 800/938] [D loss: -6.221130] [G loss: -184.541351]\n",
      "[Epoch 19/200] [Batch 805/938] [D loss: -5.342972] [G loss: -182.787064]\n",
      "[Epoch 19/200] [Batch 810/938] [D loss: -5.005600] [G loss: -180.330872]\n",
      "[Epoch 19/200] [Batch 815/938] [D loss: -5.009476] [G loss: -174.300491]\n",
      "[Epoch 19/200] [Batch 820/938] [D loss: -5.689392] [G loss: -161.288147]\n",
      "[Epoch 19/200] [Batch 825/938] [D loss: -5.307281] [G loss: -157.816116]\n",
      "[Epoch 19/200] [Batch 830/938] [D loss: -5.747726] [G loss: -155.050507]\n",
      "[Epoch 19/200] [Batch 835/938] [D loss: -5.788803] [G loss: -153.427704]\n",
      "[Epoch 19/200] [Batch 840/938] [D loss: -5.357666] [G loss: -150.825302]\n",
      "[Epoch 19/200] [Batch 845/938] [D loss: -5.751068] [G loss: -149.671844]\n",
      "[Epoch 19/200] [Batch 850/938] [D loss: -5.308334] [G loss: -147.665268]\n",
      "[Epoch 19/200] [Batch 855/938] [D loss: -5.543289] [G loss: -140.392761]\n",
      "[Epoch 19/200] [Batch 860/938] [D loss: -6.480499] [G loss: -133.586533]\n",
      "[Epoch 19/200] [Batch 865/938] [D loss: -6.771561] [G loss: -128.713593]\n",
      "[Epoch 19/200] [Batch 870/938] [D loss: -7.013046] [G loss: -123.031212]\n",
      "[Epoch 19/200] [Batch 875/938] [D loss: -5.910080] [G loss: -124.657242]\n",
      "[Epoch 19/200] [Batch 880/938] [D loss: -3.848923] [G loss: -124.257721]\n",
      "[Epoch 19/200] [Batch 885/938] [D loss: -5.575203] [G loss: -121.821930]\n",
      "[Epoch 19/200] [Batch 890/938] [D loss: -4.796524] [G loss: -124.250786]\n",
      "[Epoch 19/200] [Batch 895/938] [D loss: -6.842010] [G loss: -124.948196]\n",
      "[Epoch 19/200] [Batch 900/938] [D loss: -7.432487] [G loss: -122.831833]\n",
      "[Epoch 19/200] [Batch 905/938] [D loss: -5.209442] [G loss: -125.220367]\n",
      "[Epoch 19/200] [Batch 910/938] [D loss: -5.785538] [G loss: -124.557358]\n",
      "[Epoch 19/200] [Batch 915/938] [D loss: -6.390442] [G loss: -127.997459]\n",
      "[Epoch 19/200] [Batch 920/938] [D loss: -5.121811] [G loss: -133.063110]\n",
      "[Epoch 19/200] [Batch 925/938] [D loss: -5.801559] [G loss: -135.428482]\n",
      "[Epoch 19/200] [Batch 930/938] [D loss: -6.830414] [G loss: -136.331253]\n",
      "[Epoch 19/200] [Batch 935/938] [D loss: -7.226822] [G loss: -137.281982]\n",
      "[Epoch 20/200] [Batch 0/938] [D loss: -6.356262] [G loss: -136.033966]\n",
      "[Epoch 20/200] [Batch 5/938] [D loss: -4.838654] [G loss: -137.386078]\n",
      "[Epoch 20/200] [Batch 10/938] [D loss: -7.081406] [G loss: -141.402496]\n",
      "[Epoch 20/200] [Batch 15/938] [D loss: -4.779358] [G loss: -146.104401]\n",
      "[Epoch 20/200] [Batch 20/938] [D loss: -6.136536] [G loss: -147.262573]\n",
      "[Epoch 20/200] [Batch 25/938] [D loss: -6.131119] [G loss: -153.486618]\n",
      "[Epoch 20/200] [Batch 30/938] [D loss: -4.843582] [G loss: -151.866440]\n",
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      "[Epoch 20/200] [Batch 200/938] [D loss: -5.084167] [G loss: -131.396072]\n",
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      "[Epoch 20/200] [Batch 225/938] [D loss: -5.818909] [G loss: -137.476944]\n",
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      "[Epoch 20/200] [Batch 255/938] [D loss: -6.221069] [G loss: -152.281708]\n",
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      "[Epoch 20/200] [Batch 280/938] [D loss: -6.912323] [G loss: -148.070694]\n",
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      "[Epoch 20/200] [Batch 295/938] [D loss: -6.459351] [G loss: -140.229584]\n",
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      "[Epoch 20/200] [Batch 305/938] [D loss: -5.895599] [G loss: -134.004013]\n",
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      "[Epoch 20/200] [Batch 315/938] [D loss: -6.986633] [G loss: -128.979065]\n",
      "[Epoch 20/200] [Batch 320/938] [D loss: -6.661835] [G loss: -121.990105]\n",
      "[Epoch 20/200] [Batch 325/938] [D loss: -7.040916] [G loss: -103.115173]\n",
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      "[Epoch 20/200] [Batch 335/938] [D loss: -7.656487] [G loss: -80.614166]\n",
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      "[Epoch 20/200] [Batch 345/938] [D loss: -7.955391] [G loss: -65.702919]\n",
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      "[Epoch 20/200] [Batch 355/938] [D loss: -8.982544] [G loss: -54.000786]\n",
      "[Epoch 20/200] [Batch 360/938] [D loss: -9.537708] [G loss: -44.585033]\n",
      "[Epoch 20/200] [Batch 365/938] [D loss: -10.084339] [G loss: -49.361717]\n",
      "[Epoch 20/200] [Batch 370/938] [D loss: -8.390820] [G loss: -51.995426]\n",
      "[Epoch 20/200] [Batch 375/938] [D loss: -10.563145] [G loss: -52.041061]\n",
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      "[Epoch 20/200] [Batch 385/938] [D loss: -7.061386] [G loss: -49.038578]\n",
      "[Epoch 20/200] [Batch 390/938] [D loss: -6.816261] [G loss: -54.686874]\n",
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      "[Epoch 20/200] [Batch 400/938] [D loss: -6.899101] [G loss: -68.594597]\n",
      "[Epoch 20/200] [Batch 405/938] [D loss: -8.567589] [G loss: -66.288803]\n",
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      "[Epoch 20/200] [Batch 415/938] [D loss: -9.783043] [G loss: -69.416458]\n",
      "[Epoch 20/200] [Batch 420/938] [D loss: -8.036125] [G loss: -71.178558]\n",
      "[Epoch 20/200] [Batch 425/938] [D loss: -9.017258] [G loss: -79.737488]\n",
      "[Epoch 20/200] [Batch 430/938] [D loss: -9.327530] [G loss: -81.535782]\n",
      "[Epoch 20/200] [Batch 435/938] [D loss: -8.227226] [G loss: -82.811615]\n",
      "[Epoch 20/200] [Batch 440/938] [D loss: -9.618538] [G loss: -82.116302]\n",
      "[Epoch 20/200] [Batch 445/938] [D loss: -8.143120] [G loss: -82.726028]\n",
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      "[Epoch 20/200] [Batch 455/938] [D loss: -6.658569] [G loss: -78.937210]\n",
      "[Epoch 20/200] [Batch 460/938] [D loss: -9.334145] [G loss: -78.127625]\n",
      "[Epoch 20/200] [Batch 465/938] [D loss: -9.097214] [G loss: -73.335648]\n",
      "[Epoch 20/200] [Batch 470/938] [D loss: -8.443901] [G loss: -72.046532]\n",
      "[Epoch 20/200] [Batch 475/938] [D loss: -6.337555] [G loss: -67.982254]\n",
      "[Epoch 20/200] [Batch 480/938] [D loss: -9.481888] [G loss: -69.038437]\n",
      "[Epoch 20/200] [Batch 485/938] [D loss: -8.249557] [G loss: -67.735260]\n",
      "[Epoch 20/200] [Batch 490/938] [D loss: -9.316505] [G loss: -66.690750]\n",
      "[Epoch 20/200] [Batch 495/938] [D loss: -8.066719] [G loss: -61.028534]\n",
      "[Epoch 20/200] [Batch 500/938] [D loss: -8.624802] [G loss: -55.958759]\n",
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      "[Epoch 20/200] [Batch 515/938] [D loss: -7.924198] [G loss: -53.082130]\n",
      "[Epoch 20/200] [Batch 520/938] [D loss: -7.972263] [G loss: -49.867214]\n",
      "[Epoch 20/200] [Batch 525/938] [D loss: -9.277401] [G loss: -51.726532]\n",
      "[Epoch 20/200] [Batch 530/938] [D loss: -7.942039] [G loss: -46.786411]\n",
      "[Epoch 20/200] [Batch 535/938] [D loss: -8.338303] [G loss: -45.543419]\n",
      "[Epoch 20/200] [Batch 540/938] [D loss: -8.704960] [G loss: -41.993992]\n",
      "[Epoch 20/200] [Batch 545/938] [D loss: -6.568760] [G loss: -47.862812]\n",
      "[Epoch 20/200] [Batch 550/938] [D loss: -9.402733] [G loss: -44.868156]\n",
      "[Epoch 20/200] [Batch 555/938] [D loss: -7.001312] [G loss: -50.480839]\n",
      "[Epoch 20/200] [Batch 560/938] [D loss: -8.665031] [G loss: -47.809795]\n",
      "[Epoch 20/200] [Batch 565/938] [D loss: -10.882198] [G loss: -41.288338]\n",
      "[Epoch 20/200] [Batch 570/938] [D loss: -9.819485] [G loss: -40.162251]\n",
      "[Epoch 20/200] [Batch 575/938] [D loss: -9.619034] [G loss: -37.313770]\n",
      "[Epoch 20/200] [Batch 580/938] [D loss: -9.347462] [G loss: -31.729601]\n",
      "[Epoch 20/200] [Batch 585/938] [D loss: -6.967997] [G loss: -29.934017]\n",
      "[Epoch 20/200] [Batch 590/938] [D loss: -4.428612] [G loss: -31.712635]\n",
      "[Epoch 20/200] [Batch 595/938] [D loss: -5.306019] [G loss: -33.212185]\n",
      "[Epoch 20/200] [Batch 600/938] [D loss: -6.340324] [G loss: -39.283169]\n",
      "[Epoch 20/200] [Batch 605/938] [D loss: -6.535549] [G loss: -45.327282]\n",
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      "[Epoch 20/200] [Batch 630/938] [D loss: -6.248749] [G loss: -51.598549]\n",
      "[Epoch 20/200] [Batch 635/938] [D loss: -6.799961] [G loss: -53.113400]\n",
      "[Epoch 20/200] [Batch 640/938] [D loss: -6.731094] [G loss: -56.054165]\n",
      "[Epoch 20/200] [Batch 645/938] [D loss: -7.175144] [G loss: -60.212830]\n",
      "[Epoch 20/200] [Batch 650/938] [D loss: -6.820000] [G loss: -58.630177]\n",
      "[Epoch 20/200] [Batch 655/938] [D loss: -9.052608] [G loss: -60.938614]\n",
      "[Epoch 20/200] [Batch 660/938] [D loss: -6.816860] [G loss: -58.022327]\n",
      "[Epoch 20/200] [Batch 665/938] [D loss: -8.443539] [G loss: -62.191380]\n",
      "[Epoch 20/200] [Batch 670/938] [D loss: -10.589493] [G loss: -63.317669]\n",
      "[Epoch 20/200] [Batch 675/938] [D loss: -7.900539] [G loss: -59.632195]\n",
      "[Epoch 20/200] [Batch 680/938] [D loss: -7.574833] [G loss: -60.962975]\n",
      "[Epoch 20/200] [Batch 685/938] [D loss: -6.659885] [G loss: -58.821373]\n",
      "[Epoch 20/200] [Batch 690/938] [D loss: -5.894367] [G loss: -62.198944]\n",
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      "[Epoch 20/200] [Batch 700/938] [D loss: -6.782597] [G loss: -53.772942]\n",
      "[Epoch 20/200] [Batch 705/938] [D loss: -4.995331] [G loss: -50.650169]\n",
      "[Epoch 20/200] [Batch 710/938] [D loss: -5.848175] [G loss: -45.180649]\n",
      "[Epoch 20/200] [Batch 715/938] [D loss: -6.980717] [G loss: -43.211361]\n",
      "[Epoch 20/200] [Batch 720/938] [D loss: -6.753849] [G loss: -36.919136]\n",
      "[Epoch 20/200] [Batch 725/938] [D loss: -5.560249] [G loss: -40.937962]\n",
      "[Epoch 20/200] [Batch 730/938] [D loss: -7.077572] [G loss: -37.085011]\n",
      "[Epoch 20/200] [Batch 735/938] [D loss: -6.781231] [G loss: -35.286278]\n",
      "[Epoch 20/200] [Batch 740/938] [D loss: -4.993309] [G loss: -39.791443]\n",
      "[Epoch 20/200] [Batch 745/938] [D loss: -8.632439] [G loss: -41.935101]\n",
      "[Epoch 20/200] [Batch 750/938] [D loss: -5.406178] [G loss: -42.025158]\n",
      "[Epoch 20/200] [Batch 755/938] [D loss: -4.611870] [G loss: -43.985344]\n",
      "[Epoch 20/200] [Batch 760/938] [D loss: -5.924103] [G loss: -34.796673]\n",
      "[Epoch 20/200] [Batch 765/938] [D loss: -6.660393] [G loss: -38.429611]\n",
      "[Epoch 20/200] [Batch 770/938] [D loss: -7.658508] [G loss: -38.050850]\n",
      "[Epoch 20/200] [Batch 775/938] [D loss: -7.860775] [G loss: -33.047874]\n",
      "[Epoch 20/200] [Batch 780/938] [D loss: -4.564831] [G loss: -30.491726]\n",
      "[Epoch 20/200] [Batch 785/938] [D loss: -5.974264] [G loss: -30.467819]\n",
      "[Epoch 20/200] [Batch 790/938] [D loss: -6.269114] [G loss: -30.056252]\n",
      "[Epoch 20/200] [Batch 795/938] [D loss: -5.776711] [G loss: -33.765934]\n",
      "[Epoch 20/200] [Batch 800/938] [D loss: -5.394501] [G loss: -30.878922]\n",
      "[Epoch 20/200] [Batch 805/938] [D loss: -4.971577] [G loss: -37.169739]\n",
      "[Epoch 20/200] [Batch 810/938] [D loss: -4.627274] [G loss: -36.120876]\n",
      "[Epoch 20/200] [Batch 815/938] [D loss: -7.157730] [G loss: -32.925510]\n",
      "[Epoch 20/200] [Batch 820/938] [D loss: -6.166294] [G loss: -37.837212]\n",
      "[Epoch 20/200] [Batch 825/938] [D loss: -6.329453] [G loss: -35.321991]\n",
      "[Epoch 20/200] [Batch 830/938] [D loss: -6.319286] [G loss: -40.183578]\n",
      "[Epoch 20/200] [Batch 835/938] [D loss: -4.307022] [G loss: -35.998444]\n",
      "[Epoch 20/200] [Batch 840/938] [D loss: -6.348808] [G loss: -38.585960]\n",
      "[Epoch 20/200] [Batch 845/938] [D loss: -7.000134] [G loss: -40.372639]\n",
      "[Epoch 20/200] [Batch 850/938] [D loss: -7.151825] [G loss: -43.589161]\n",
      "[Epoch 20/200] [Batch 855/938] [D loss: -7.263840] [G loss: -47.450397]\n",
      "[Epoch 20/200] [Batch 860/938] [D loss: -6.099407] [G loss: -42.808792]\n",
      "[Epoch 20/200] [Batch 865/938] [D loss: -5.163345] [G loss: -50.765118]\n",
      "[Epoch 20/200] [Batch 870/938] [D loss: -6.295193] [G loss: -54.489082]\n",
      "[Epoch 20/200] [Batch 875/938] [D loss: -6.524536] [G loss: -46.823971]\n",
      "[Epoch 20/200] [Batch 880/938] [D loss: -5.016228] [G loss: -50.961113]\n",
      "[Epoch 20/200] [Batch 885/938] [D loss: -5.245956] [G loss: -52.070061]\n",
      "[Epoch 20/200] [Batch 890/938] [D loss: -6.332703] [G loss: -55.203068]\n",
      "[Epoch 20/200] [Batch 895/938] [D loss: -4.601177] [G loss: -54.338493]\n",
      "[Epoch 20/200] [Batch 900/938] [D loss: -6.947201] [G loss: -52.664314]\n",
      "[Epoch 20/200] [Batch 905/938] [D loss: -3.557667] [G loss: -49.272842]\n",
      "[Epoch 20/200] [Batch 910/938] [D loss: -2.925373] [G loss: -48.713654]\n",
      "[Epoch 20/200] [Batch 915/938] [D loss: -3.975212] [G loss: -46.652981]\n",
      "[Epoch 20/200] [Batch 920/938] [D loss: -6.096687] [G loss: -50.712017]\n",
      "[Epoch 20/200] [Batch 925/938] [D loss: -5.923714] [G loss: -45.823654]\n",
      "[Epoch 20/200] [Batch 930/938] [D loss: -4.873348] [G loss: -35.257397]\n",
      "[Epoch 20/200] [Batch 935/938] [D loss: -4.269417] [G loss: -28.469418]\n",
      "[Epoch 21/200] [Batch 0/938] [D loss: -6.805788] [G loss: -25.170300]\n",
      "[Epoch 21/200] [Batch 5/938] [D loss: -5.162380] [G loss: -24.207724]\n",
      "[Epoch 21/200] [Batch 10/938] [D loss: -5.381054] [G loss: -24.472347]\n",
      "[Epoch 21/200] [Batch 15/938] [D loss: -4.923506] [G loss: -22.124622]\n",
      "[Epoch 21/200] [Batch 20/938] [D loss: -6.659874] [G loss: -27.539398]\n",
      "[Epoch 21/200] [Batch 25/938] [D loss: -6.129660] [G loss: -20.510632]\n",
      "[Epoch 21/200] [Batch 30/938] [D loss: -2.767157] [G loss: -23.333405]\n",
      "[Epoch 21/200] [Batch 35/938] [D loss: -5.128811] [G loss: -17.575859]\n",
      "[Epoch 21/200] [Batch 40/938] [D loss: -6.702311] [G loss: -15.014507]\n",
      "[Epoch 21/200] [Batch 45/938] [D loss: -6.962882] [G loss: -16.112225]\n",
      "[Epoch 21/200] [Batch 50/938] [D loss: -7.036930] [G loss: -13.952160]\n",
      "[Epoch 21/200] [Batch 55/938] [D loss: -3.610826] [G loss: -13.469345]\n",
      "[Epoch 21/200] [Batch 60/938] [D loss: -4.391354] [G loss: -16.600906]\n",
      "[Epoch 21/200] [Batch 65/938] [D loss: -4.052870] [G loss: -19.221426]\n",
      "[Epoch 21/200] [Batch 70/938] [D loss: -4.462971] [G loss: -19.271833]\n",
      "[Epoch 21/200] [Batch 75/938] [D loss: -4.374218] [G loss: -25.359035]\n",
      "[Epoch 21/200] [Batch 80/938] [D loss: -6.225090] [G loss: -28.186245]\n",
      "[Epoch 21/200] [Batch 85/938] [D loss: -5.048306] [G loss: -32.763371]\n",
      "[Epoch 21/200] [Batch 90/938] [D loss: -5.509880] [G loss: -41.756271]\n",
      "[Epoch 21/200] [Batch 95/938] [D loss: -3.740906] [G loss: -48.612339]\n",
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      "[Epoch 21/200] [Batch 130/938] [D loss: -7.484406] [G loss: -67.546295]\n",
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      "[Epoch 21/200] [Batch 200/938] [D loss: -9.666954] [G loss: -20.242956]\n",
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      "[Epoch 21/200] [Batch 280/938] [D loss: -7.578403] [G loss: -1.813167]\n",
      "[Epoch 21/200] [Batch 285/938] [D loss: -7.285289] [G loss: -6.708825]\n",
      "[Epoch 21/200] [Batch 290/938] [D loss: -7.815733] [G loss: -10.949330]\n",
      "[Epoch 21/200] [Batch 295/938] [D loss: -7.564968] [G loss: -11.313473]\n",
      "[Epoch 21/200] [Batch 300/938] [D loss: -8.568949] [G loss: -17.412939]\n",
      "[Epoch 21/200] [Batch 305/938] [D loss: -9.196369] [G loss: -18.648169]\n",
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      "[Epoch 21/200] [Batch 315/938] [D loss: -10.287477] [G loss: -28.446701]\n",
      "[Epoch 21/200] [Batch 320/938] [D loss: -9.532091] [G loss: -27.924744]\n",
      "[Epoch 21/200] [Batch 325/938] [D loss: -6.132090] [G loss: -27.430183]\n",
      "[Epoch 21/200] [Batch 330/938] [D loss: -9.137411] [G loss: -27.539715]\n",
      "[Epoch 21/200] [Batch 335/938] [D loss: -10.024952] [G loss: -26.148642]\n",
      "[Epoch 21/200] [Batch 340/938] [D loss: -10.179489] [G loss: -25.124205]\n",
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      "[Epoch 21/200] [Batch 350/938] [D loss: -7.545399] [G loss: -33.304585]\n",
      "[Epoch 21/200] [Batch 355/938] [D loss: -7.760792] [G loss: -33.616615]\n",
      "[Epoch 21/200] [Batch 360/938] [D loss: -6.696127] [G loss: -28.556515]\n",
      "[Epoch 21/200] [Batch 365/938] [D loss: -7.983929] [G loss: -31.979046]\n",
      "[Epoch 21/200] [Batch 370/938] [D loss: -6.602131] [G loss: -32.666687]\n",
      "[Epoch 21/200] [Batch 375/938] [D loss: -12.313599] [G loss: -33.795998]\n",
      "[Epoch 21/200] [Batch 380/938] [D loss: -10.765091] [G loss: -27.112083]\n",
      "[Epoch 21/200] [Batch 385/938] [D loss: -9.199533] [G loss: -23.825022]\n",
      "[Epoch 21/200] [Batch 390/938] [D loss: -11.892126] [G loss: -23.632919]\n",
      "[Epoch 21/200] [Batch 395/938] [D loss: -8.470238] [G loss: -19.240948]\n",
      "[Epoch 21/200] [Batch 400/938] [D loss: -8.176054] [G loss: -11.455467]\n",
      "[Epoch 21/200] [Batch 405/938] [D loss: -9.026175] [G loss: -12.458357]\n",
      "[Epoch 21/200] [Batch 410/938] [D loss: -7.284123] [G loss: -7.041901]\n",
      "[Epoch 21/200] [Batch 415/938] [D loss: -9.090459] [G loss: -7.041088]\n",
      "[Epoch 21/200] [Batch 420/938] [D loss: -7.797068] [G loss: -3.420849]\n",
      "[Epoch 21/200] [Batch 425/938] [D loss: -9.513406] [G loss: -4.597851]\n",
      "[Epoch 21/200] [Batch 430/938] [D loss: -9.017984] [G loss: -2.096911]\n",
      "[Epoch 21/200] [Batch 435/938] [D loss: -10.175857] [G loss: -2.504229]\n",
      "[Epoch 21/200] [Batch 440/938] [D loss: -9.751245] [G loss: -0.566058]\n",
      "[Epoch 21/200] [Batch 445/938] [D loss: -9.405161] [G loss: 0.254027]\n",
      "[Epoch 21/200] [Batch 450/938] [D loss: -8.844667] [G loss: -3.112464]\n",
      "[Epoch 21/200] [Batch 455/938] [D loss: -7.545178] [G loss: -1.425850]\n",
      "[Epoch 21/200] [Batch 460/938] [D loss: -9.068565] [G loss: 5.844537]\n",
      "[Epoch 21/200] [Batch 465/938] [D loss: -10.599835] [G loss: 4.232815]\n",
      "[Epoch 21/200] [Batch 470/938] [D loss: -8.403417] [G loss: 5.229698]\n",
      "[Epoch 21/200] [Batch 475/938] [D loss: -9.461779] [G loss: 7.186791]\n",
      "[Epoch 21/200] [Batch 480/938] [D loss: -8.961350] [G loss: 11.015376]\n",
      "[Epoch 21/200] [Batch 485/938] [D loss: -9.658960] [G loss: 9.983464]\n",
      "[Epoch 21/200] [Batch 490/938] [D loss: -8.313270] [G loss: 13.011127]\n",
      "[Epoch 21/200] [Batch 495/938] [D loss: -10.031307] [G loss: 9.541785]\n",
      "[Epoch 21/200] [Batch 500/938] [D loss: -9.352436] [G loss: 12.822666]\n",
      "[Epoch 21/200] [Batch 505/938] [D loss: -9.786346] [G loss: 12.613102]\n",
      "[Epoch 21/200] [Batch 510/938] [D loss: -10.843419] [G loss: 9.744089]\n",
      "[Epoch 21/200] [Batch 515/938] [D loss: -8.041211] [G loss: 8.429724]\n",
      "[Epoch 21/200] [Batch 520/938] [D loss: -8.051640] [G loss: 10.943907]\n",
      "[Epoch 21/200] [Batch 525/938] [D loss: -8.900164] [G loss: 8.266341]\n",
      "[Epoch 21/200] [Batch 530/938] [D loss: -9.597267] [G loss: 6.659140]\n",
      "[Epoch 21/200] [Batch 535/938] [D loss: -9.391331] [G loss: 8.447115]\n",
      "[Epoch 21/200] [Batch 540/938] [D loss: -10.784101] [G loss: 5.935722]\n",
      "[Epoch 21/200] [Batch 545/938] [D loss: -7.610823] [G loss: 5.436962]\n",
      "[Epoch 21/200] [Batch 550/938] [D loss: -8.241552] [G loss: 7.825839]\n",
      "[Epoch 21/200] [Batch 555/938] [D loss: -7.566791] [G loss: 13.745202]\n",
      "[Epoch 21/200] [Batch 560/938] [D loss: -8.814119] [G loss: 8.842153]\n",
      "[Epoch 21/200] [Batch 565/938] [D loss: -8.987456] [G loss: 18.405277]\n",
      "[Epoch 21/200] [Batch 570/938] [D loss: -8.579819] [G loss: 15.257032]\n",
      "[Epoch 21/200] [Batch 575/938] [D loss: -7.588283] [G loss: 10.366885]\n",
      "[Epoch 21/200] [Batch 580/938] [D loss: -7.715499] [G loss: 15.377914]\n",
      "[Epoch 21/200] [Batch 585/938] [D loss: -8.378187] [G loss: 13.911509]\n",
      "[Epoch 21/200] [Batch 590/938] [D loss: -8.743962] [G loss: 18.304913]\n",
      "[Epoch 21/200] [Batch 595/938] [D loss: -6.643461] [G loss: 21.276129]\n",
      "[Epoch 21/200] [Batch 600/938] [D loss: -7.972684] [G loss: 21.379385]\n",
      "[Epoch 21/200] [Batch 605/938] [D loss: -9.655994] [G loss: 29.964886]\n",
      "[Epoch 21/200] [Batch 610/938] [D loss: -8.313494] [G loss: 32.976112]\n",
      "[Epoch 21/200] [Batch 615/938] [D loss: -11.221109] [G loss: 38.672867]\n",
      "[Epoch 21/200] [Batch 620/938] [D loss: -10.613337] [G loss: 47.276001]\n",
      "[Epoch 21/200] [Batch 625/938] [D loss: -7.387783] [G loss: 35.452652]\n",
      "[Epoch 21/200] [Batch 630/938] [D loss: -9.050440] [G loss: 40.260815]\n",
      "[Epoch 21/200] [Batch 635/938] [D loss: -10.852352] [G loss: 46.634140]\n",
      "[Epoch 21/200] [Batch 640/938] [D loss: -11.694586] [G loss: 42.129452]\n",
      "[Epoch 21/200] [Batch 645/938] [D loss: -9.932461] [G loss: 45.220844]\n",
      "[Epoch 21/200] [Batch 650/938] [D loss: -9.417957] [G loss: 42.896900]\n",
      "[Epoch 21/200] [Batch 655/938] [D loss: -10.506310] [G loss: 45.330994]\n",
      "[Epoch 21/200] [Batch 660/938] [D loss: -11.741779] [G loss: 46.200996]\n",
      "[Epoch 21/200] [Batch 665/938] [D loss: -9.763542] [G loss: 47.758381]\n",
      "[Epoch 21/200] [Batch 670/938] [D loss: -5.643906] [G loss: 43.184864]\n",
      "[Epoch 21/200] [Batch 675/938] [D loss: -8.436819] [G loss: 36.281891]\n",
      "[Epoch 21/200] [Batch 680/938] [D loss: -7.046579] [G loss: 33.713493]\n",
      "[Epoch 21/200] [Batch 685/938] [D loss: -9.225960] [G loss: 37.189186]\n",
      "[Epoch 21/200] [Batch 690/938] [D loss: -8.016701] [G loss: 37.980339]\n",
      "[Epoch 21/200] [Batch 695/938] [D loss: -8.426128] [G loss: 38.388939]\n",
      "[Epoch 21/200] [Batch 700/938] [D loss: -10.944294] [G loss: 38.908539]\n",
      "[Epoch 21/200] [Batch 705/938] [D loss: -8.539989] [G loss: 43.247005]\n",
      "[Epoch 21/200] [Batch 710/938] [D loss: -10.005821] [G loss: 42.415615]\n",
      "[Epoch 21/200] [Batch 715/938] [D loss: -10.497673] [G loss: 44.233223]\n",
      "[Epoch 21/200] [Batch 720/938] [D loss: -8.397240] [G loss: 48.358612]\n",
      "[Epoch 21/200] [Batch 725/938] [D loss: -11.346516] [G loss: 46.679924]\n",
      "[Epoch 21/200] [Batch 730/938] [D loss: -9.761330] [G loss: 48.958660]\n",
      "[Epoch 21/200] [Batch 735/938] [D loss: -10.650623] [G loss: 55.683998]\n",
      "[Epoch 21/200] [Batch 740/938] [D loss: -11.662209] [G loss: 55.318325]\n",
      "[Epoch 21/200] [Batch 745/938] [D loss: -10.550892] [G loss: 53.756859]\n",
      "[Epoch 21/200] [Batch 750/938] [D loss: -9.257996] [G loss: 52.860657]\n",
      "[Epoch 21/200] [Batch 755/938] [D loss: -10.323158] [G loss: 52.571751]\n",
      "[Epoch 21/200] [Batch 760/938] [D loss: -10.612457] [G loss: 52.764721]\n",
      "[Epoch 21/200] [Batch 765/938] [D loss: -9.044800] [G loss: 46.173340]\n",
      "[Epoch 21/200] [Batch 770/938] [D loss: -10.009491] [G loss: 43.023758]\n",
      "[Epoch 21/200] [Batch 775/938] [D loss: -11.316525] [G loss: 46.208496]\n",
      "[Epoch 21/200] [Batch 780/938] [D loss: -12.073746] [G loss: 50.533779]\n",
      "[Epoch 21/200] [Batch 785/938] [D loss: -11.637569] [G loss: 49.732983]\n",
      "[Epoch 21/200] [Batch 790/938] [D loss: -9.434700] [G loss: 50.231174]\n",
      "[Epoch 21/200] [Batch 795/938] [D loss: -10.228912] [G loss: 47.568546]\n",
      "[Epoch 21/200] [Batch 800/938] [D loss: -10.597099] [G loss: 47.038628]\n",
      "[Epoch 21/200] [Batch 805/938] [D loss: -9.413200] [G loss: 37.978813]\n",
      "[Epoch 21/200] [Batch 810/938] [D loss: -10.367813] [G loss: 35.363487]\n",
      "[Epoch 21/200] [Batch 815/938] [D loss: -10.611897] [G loss: 27.626160]\n",
      "[Epoch 21/200] [Batch 820/938] [D loss: -9.705662] [G loss: 27.769196]\n",
      "[Epoch 21/200] [Batch 825/938] [D loss: -10.785374] [G loss: 18.758728]\n",
      "[Epoch 21/200] [Batch 830/938] [D loss: -10.979450] [G loss: 17.299973]\n",
      "[Epoch 21/200] [Batch 835/938] [D loss: -10.270312] [G loss: 21.023596]\n",
      "[Epoch 21/200] [Batch 840/938] [D loss: -13.014799] [G loss: 21.089029]\n",
      "[Epoch 21/200] [Batch 845/938] [D loss: -10.047189] [G loss: 8.444042]\n",
      "[Epoch 21/200] [Batch 850/938] [D loss: -10.488737] [G loss: 5.720542]\n",
      "[Epoch 21/200] [Batch 855/938] [D loss: -8.619963] [G loss: 5.993032]\n",
      "[Epoch 21/200] [Batch 860/938] [D loss: -9.493473] [G loss: -3.138268]\n",
      "[Epoch 21/200] [Batch 865/938] [D loss: -10.870318] [G loss: -14.627960]\n",
      "[Epoch 21/200] [Batch 870/938] [D loss: -10.383968] [G loss: -15.260667]\n",
      "[Epoch 21/200] [Batch 875/938] [D loss: -10.859123] [G loss: -20.069759]\n",
      "[Epoch 21/200] [Batch 880/938] [D loss: -11.288897] [G loss: -18.957317]\n",
      "[Epoch 21/200] [Batch 885/938] [D loss: -10.856600] [G loss: -24.860081]\n",
      "[Epoch 21/200] [Batch 890/938] [D loss: -9.749914] [G loss: -24.603214]\n",
      "[Epoch 21/200] [Batch 895/938] [D loss: -10.374107] [G loss: -25.855366]\n",
      "[Epoch 21/200] [Batch 900/938] [D loss: -10.847481] [G loss: -23.991171]\n",
      "[Epoch 21/200] [Batch 905/938] [D loss: -11.268135] [G loss: -28.610676]\n",
      "[Epoch 21/200] [Batch 910/938] [D loss: -10.561338] [G loss: -32.212475]\n",
      "[Epoch 21/200] [Batch 915/938] [D loss: -11.299370] [G loss: -32.381741]\n",
      "[Epoch 21/200] [Batch 920/938] [D loss: -11.876604] [G loss: -23.817732]\n",
      "[Epoch 21/200] [Batch 925/938] [D loss: -10.790377] [G loss: -21.513515]\n",
      "[Epoch 21/200] [Batch 930/938] [D loss: -12.654837] [G loss: -23.993284]\n",
      "[Epoch 21/200] [Batch 935/938] [D loss: -10.145601] [G loss: -27.678978]\n",
      "[Epoch 22/200] [Batch 0/938] [D loss: -10.371288] [G loss: -27.715450]\n",
      "[Epoch 22/200] [Batch 5/938] [D loss: -10.431082] [G loss: -30.363335]\n",
      "[Epoch 22/200] [Batch 10/938] [D loss: -11.743542] [G loss: -20.906586]\n",
      "[Epoch 22/200] [Batch 15/938] [D loss: -11.523266] [G loss: -25.485220]\n",
      "[Epoch 22/200] [Batch 20/938] [D loss: -11.355434] [G loss: -18.181322]\n",
      "[Epoch 22/200] [Batch 25/938] [D loss: -9.832253] [G loss: -12.554070]\n",
      "[Epoch 22/200] [Batch 30/938] [D loss: -11.193844] [G loss: -7.514702]\n",
      "[Epoch 22/200] [Batch 35/938] [D loss: -12.419098] [G loss: -5.291157]\n",
      "[Epoch 22/200] [Batch 40/938] [D loss: -10.159002] [G loss: -1.465569]\n",
      "[Epoch 22/200] [Batch 45/938] [D loss: -11.766628] [G loss: 4.359169]\n",
      "[Epoch 22/200] [Batch 50/938] [D loss: -10.179249] [G loss: 10.268704]\n",
      "[Epoch 22/200] [Batch 55/938] [D loss: -11.017376] [G loss: 18.707306]\n",
      "[Epoch 22/200] [Batch 60/938] [D loss: -11.447926] [G loss: 21.581921]\n",
      "[Epoch 22/200] [Batch 65/938] [D loss: -9.542031] [G loss: 19.337370]\n",
      "[Epoch 22/200] [Batch 70/938] [D loss: -11.190025] [G loss: 18.991545]\n",
      "[Epoch 22/200] [Batch 75/938] [D loss: -10.429246] [G loss: 18.389328]\n",
      "[Epoch 22/200] [Batch 80/938] [D loss: -10.783924] [G loss: 16.707747]\n",
      "[Epoch 22/200] [Batch 85/938] [D loss: -11.233817] [G loss: 16.618891]\n",
      "[Epoch 22/200] [Batch 90/938] [D loss: -11.176941] [G loss: 22.523140]\n",
      "[Epoch 22/200] [Batch 95/938] [D loss: -9.576958] [G loss: 20.361443]\n",
      "[Epoch 22/200] [Batch 100/938] [D loss: -13.760336] [G loss: 22.752636]\n",
      "[Epoch 22/200] [Batch 105/938] [D loss: -10.378879] [G loss: 18.701084]\n",
      "[Epoch 22/200] [Batch 110/938] [D loss: -12.519627] [G loss: 13.072196]\n",
      "[Epoch 22/200] [Batch 115/938] [D loss: -9.819638] [G loss: 4.536154]\n",
      "[Epoch 22/200] [Batch 120/938] [D loss: -11.248181] [G loss: 2.820529]\n",
      "[Epoch 22/200] [Batch 125/938] [D loss: -12.346138] [G loss: -3.127959]\n",
      "[Epoch 22/200] [Batch 130/938] [D loss: -12.259486] [G loss: -7.339322]\n",
      "[Epoch 22/200] [Batch 135/938] [D loss: -13.060956] [G loss: -4.970665]\n",
      "[Epoch 22/200] [Batch 140/938] [D loss: -9.542722] [G loss: -11.919594]\n",
      "[Epoch 22/200] [Batch 145/938] [D loss: -11.625790] [G loss: -14.217147]\n",
      "[Epoch 22/200] [Batch 150/938] [D loss: -11.631023] [G loss: -27.019587]\n",
      "[Epoch 22/200] [Batch 155/938] [D loss: -12.208942] [G loss: -30.895735]\n",
      "[Epoch 22/200] [Batch 160/938] [D loss: -13.449198] [G loss: -32.663986]\n",
      "[Epoch 22/200] [Batch 165/938] [D loss: -11.254677] [G loss: -35.372387]\n",
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      "[Epoch 22/200] [Batch 200/938] [D loss: -11.611519] [G loss: -45.397747]\n",
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      "[Epoch 22/200] [Batch 245/938] [D loss: -13.687143] [G loss: -16.682682]\n",
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      "[Epoch 22/200] [Batch 260/938] [D loss: -11.194872] [G loss: -14.833936]\n",
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      "[Epoch 22/200] [Batch 275/938] [D loss: -12.242810] [G loss: -3.936073]\n",
      "[Epoch 22/200] [Batch 280/938] [D loss: -11.392910] [G loss: 5.229924]\n",
      "[Epoch 22/200] [Batch 285/938] [D loss: -11.793633] [G loss: 11.761852]\n",
      "[Epoch 22/200] [Batch 290/938] [D loss: -12.205798] [G loss: 10.921195]\n",
      "[Epoch 22/200] [Batch 295/938] [D loss: -12.735456] [G loss: 10.901833]\n",
      "[Epoch 22/200] [Batch 300/938] [D loss: -11.808360] [G loss: 7.030317]\n",
      "[Epoch 22/200] [Batch 305/938] [D loss: -11.246228] [G loss: 9.049922]\n",
      "[Epoch 22/200] [Batch 310/938] [D loss: -13.319921] [G loss: 18.400095]\n",
      "[Epoch 22/200] [Batch 315/938] [D loss: -13.607060] [G loss: 23.268015]\n",
      "[Epoch 22/200] [Batch 320/938] [D loss: -11.342868] [G loss: 19.476383]\n",
      "[Epoch 22/200] [Batch 325/938] [D loss: -12.679259] [G loss: 24.972160]\n",
      "[Epoch 22/200] [Batch 330/938] [D loss: -12.936289] [G loss: 34.622753]\n",
      "[Epoch 22/200] [Batch 335/938] [D loss: -10.527111] [G loss: 32.425323]\n",
      "[Epoch 22/200] [Batch 340/938] [D loss: -10.740694] [G loss: 33.407295]\n",
      "[Epoch 22/200] [Batch 345/938] [D loss: -12.054850] [G loss: 39.843513]\n",
      "[Epoch 22/200] [Batch 350/938] [D loss: -14.392334] [G loss: 39.507942]\n",
      "[Epoch 22/200] [Batch 355/938] [D loss: -13.368826] [G loss: 39.121101]\n",
      "[Epoch 22/200] [Batch 360/938] [D loss: -12.203308] [G loss: 35.791096]\n",
      "[Epoch 22/200] [Batch 365/938] [D loss: -14.313032] [G loss: 34.744175]\n",
      "[Epoch 22/200] [Batch 370/938] [D loss: -14.796442] [G loss: 34.361156]\n",
      "[Epoch 22/200] [Batch 375/938] [D loss: -13.506529] [G loss: 37.729424]\n",
      "[Epoch 22/200] [Batch 380/938] [D loss: -13.015636] [G loss: 35.784668]\n",
      "[Epoch 22/200] [Batch 385/938] [D loss: -15.160822] [G loss: 41.788364]\n",
      "[Epoch 22/200] [Batch 390/938] [D loss: -13.131498] [G loss: 40.867397]\n",
      "[Epoch 22/200] [Batch 395/938] [D loss: -12.778603] [G loss: 34.174564]\n",
      "[Epoch 22/200] [Batch 400/938] [D loss: -14.299114] [G loss: 36.814373]\n",
      "[Epoch 22/200] [Batch 405/938] [D loss: -13.132053] [G loss: 37.190937]\n",
      "[Epoch 22/200] [Batch 410/938] [D loss: -15.642172] [G loss: 40.627350]\n",
      "[Epoch 22/200] [Batch 415/938] [D loss: -14.263218] [G loss: 36.068878]\n",
      "[Epoch 22/200] [Batch 420/938] [D loss: -14.440273] [G loss: 35.742458]\n",
      "[Epoch 22/200] [Batch 425/938] [D loss: -14.192223] [G loss: 41.118496]\n",
      "[Epoch 22/200] [Batch 430/938] [D loss: -13.836735] [G loss: 41.375519]\n",
      "[Epoch 22/200] [Batch 435/938] [D loss: -10.555920] [G loss: 40.439583]\n",
      "[Epoch 22/200] [Batch 440/938] [D loss: -14.096586] [G loss: 39.587997]\n",
      "[Epoch 22/200] [Batch 445/938] [D loss: -13.013971] [G loss: 38.904701]\n",
      "[Epoch 22/200] [Batch 450/938] [D loss: -15.092060] [G loss: 42.198124]\n",
      "[Epoch 22/200] [Batch 455/938] [D loss: -15.327555] [G loss: 39.387379]\n",
      "[Epoch 22/200] [Batch 460/938] [D loss: -14.213057] [G loss: 39.093548]\n",
      "[Epoch 22/200] [Batch 465/938] [D loss: -12.343906] [G loss: 42.496017]\n",
      "[Epoch 22/200] [Batch 470/938] [D loss: -14.294062] [G loss: 48.468063]\n",
      "[Epoch 22/200] [Batch 475/938] [D loss: -12.224129] [G loss: 46.408817]\n",
      "[Epoch 22/200] [Batch 480/938] [D loss: -13.718069] [G loss: 44.611691]\n",
      "[Epoch 22/200] [Batch 485/938] [D loss: -14.841311] [G loss: 48.551739]\n",
      "[Epoch 22/200] [Batch 490/938] [D loss: -14.851902] [G loss: 51.806614]\n",
      "[Epoch 22/200] [Batch 495/938] [D loss: -14.313210] [G loss: 53.041096]\n",
      "[Epoch 22/200] [Batch 500/938] [D loss: -15.400829] [G loss: 52.417164]\n",
      "[Epoch 22/200] [Batch 505/938] [D loss: -10.757767] [G loss: 57.335915]\n",
      "[Epoch 22/200] [Batch 510/938] [D loss: -14.323315] [G loss: 54.503357]\n",
      "[Epoch 22/200] [Batch 515/938] [D loss: -15.103081] [G loss: 59.966980]\n",
      "[Epoch 22/200] [Batch 520/938] [D loss: -14.461418] [G loss: 68.085388]\n",
      "[Epoch 22/200] [Batch 525/938] [D loss: -15.346832] [G loss: 64.620407]\n",
      "[Epoch 22/200] [Batch 530/938] [D loss: -11.593548] [G loss: 68.181587]\n",
      "[Epoch 22/200] [Batch 535/938] [D loss: -14.369110] [G loss: 68.311203]\n",
      "[Epoch 22/200] [Batch 540/938] [D loss: -13.482925] [G loss: 68.754768]\n",
      "[Epoch 22/200] [Batch 545/938] [D loss: -15.389713] [G loss: 69.520599]\n",
      "[Epoch 22/200] [Batch 550/938] [D loss: -15.455532] [G loss: 72.191772]\n",
      "[Epoch 22/200] [Batch 555/938] [D loss: -12.624317] [G loss: 74.973991]\n",
      "[Epoch 22/200] [Batch 560/938] [D loss: -13.230343] [G loss: 75.597206]\n",
      "[Epoch 22/200] [Batch 565/938] [D loss: -13.876003] [G loss: 76.146812]\n",
      "[Epoch 22/200] [Batch 570/938] [D loss: -11.911926] [G loss: 75.885117]\n",
      "[Epoch 22/200] [Batch 575/938] [D loss: -12.332603] [G loss: 80.190536]\n",
      "[Epoch 22/200] [Batch 580/938] [D loss: -7.872803] [G loss: 76.626976]\n",
      "[Epoch 22/200] [Batch 585/938] [D loss: -14.128315] [G loss: 77.778839]\n",
      "[Epoch 22/200] [Batch 590/938] [D loss: -10.137207] [G loss: 79.524994]\n",
      "[Epoch 22/200] [Batch 595/938] [D loss: -15.334969] [G loss: 81.243248]\n",
      "[Epoch 22/200] [Batch 600/938] [D loss: -12.139191] [G loss: 83.954475]\n",
      "[Epoch 22/200] [Batch 605/938] [D loss: -12.395790] [G loss: 75.496948]\n",
      "[Epoch 22/200] [Batch 610/938] [D loss: -15.241043] [G loss: 72.268677]\n",
      "[Epoch 22/200] [Batch 615/938] [D loss: -14.509155] [G loss: 73.400482]\n",
      "[Epoch 22/200] [Batch 620/938] [D loss: -13.849815] [G loss: 72.871445]\n",
      "[Epoch 22/200] [Batch 625/938] [D loss: -12.323204] [G loss: 76.939278]\n",
      "[Epoch 22/200] [Batch 630/938] [D loss: -14.201870] [G loss: 76.017921]\n",
      "[Epoch 22/200] [Batch 635/938] [D loss: -15.619114] [G loss: 68.556503]\n",
      "[Epoch 22/200] [Batch 640/938] [D loss: -11.996185] [G loss: 68.442482]\n",
      "[Epoch 22/200] [Batch 645/938] [D loss: -12.689274] [G loss: 71.805130]\n",
      "[Epoch 22/200] [Batch 650/938] [D loss: -8.536873] [G loss: 74.290268]\n",
      "[Epoch 22/200] [Batch 655/938] [D loss: -12.563869] [G loss: 75.028923]\n",
      "[Epoch 22/200] [Batch 660/938] [D loss: -12.584915] [G loss: 71.187943]\n",
      "[Epoch 22/200] [Batch 665/938] [D loss: -11.889988] [G loss: 70.190186]\n",
      "[Epoch 22/200] [Batch 670/938] [D loss: -11.288265] [G loss: 77.428230]\n",
      "[Epoch 22/200] [Batch 675/938] [D loss: -11.678192] [G loss: 81.298561]\n",
      "[Epoch 22/200] [Batch 680/938] [D loss: -10.953598] [G loss: 86.073807]\n",
      "[Epoch 22/200] [Batch 685/938] [D loss: -12.086647] [G loss: 88.968285]\n",
      "[Epoch 22/200] [Batch 690/938] [D loss: -8.984360] [G loss: 85.999016]\n",
      "[Epoch 22/200] [Batch 695/938] [D loss: -11.257797] [G loss: 86.716278]\n",
      "[Epoch 22/200] [Batch 700/938] [D loss: -10.600525] [G loss: 87.355759]\n",
      "[Epoch 22/200] [Batch 705/938] [D loss: -9.574593] [G loss: 87.078415]\n",
      "[Epoch 22/200] [Batch 710/938] [D loss: -11.482582] [G loss: 85.991165]\n",
      "[Epoch 22/200] [Batch 715/938] [D loss: -10.382629] [G loss: 97.497421]\n",
      "[Epoch 22/200] [Batch 720/938] [D loss: -10.054749] [G loss: 88.063675]\n",
      "[Epoch 22/200] [Batch 725/938] [D loss: -11.170372] [G loss: 87.172722]\n",
      "[Epoch 22/200] [Batch 730/938] [D loss: -10.210579] [G loss: 89.148224]\n",
      "[Epoch 22/200] [Batch 735/938] [D loss: -12.152580] [G loss: 86.490356]\n",
      "[Epoch 22/200] [Batch 740/938] [D loss: -9.672119] [G loss: 86.107460]\n",
      "[Epoch 22/200] [Batch 745/938] [D loss: -11.554893] [G loss: 77.978279]\n",
      "[Epoch 22/200] [Batch 750/938] [D loss: -10.000900] [G loss: 77.892654]\n",
      "[Epoch 22/200] [Batch 755/938] [D loss: -7.090210] [G loss: 74.040169]\n",
      "[Epoch 22/200] [Batch 760/938] [D loss: -8.060635] [G loss: 71.558250]\n",
      "[Epoch 22/200] [Batch 765/938] [D loss: -10.362877] [G loss: 73.567154]\n",
      "[Epoch 22/200] [Batch 770/938] [D loss: -8.801861] [G loss: 71.444267]\n",
      "[Epoch 22/200] [Batch 775/938] [D loss: -10.342560] [G loss: 69.069023]\n",
      "[Epoch 22/200] [Batch 780/938] [D loss: -10.041096] [G loss: 58.763165]\n",
      "[Epoch 22/200] [Batch 785/938] [D loss: -8.720425] [G loss: 57.055565]\n",
      "[Epoch 22/200] [Batch 790/938] [D loss: -7.053040] [G loss: 53.326504]\n",
      "[Epoch 22/200] [Batch 795/938] [D loss: -10.864674] [G loss: 47.756023]\n",
      "[Epoch 22/200] [Batch 800/938] [D loss: -9.099194] [G loss: 55.731781]\n",
      "[Epoch 22/200] [Batch 805/938] [D loss: -10.899811] [G loss: 56.100933]\n",
      "[Epoch 22/200] [Batch 810/938] [D loss: -9.187870] [G loss: 61.451694]\n",
      "[Epoch 22/200] [Batch 815/938] [D loss: -7.380268] [G loss: 66.835999]\n",
      "[Epoch 22/200] [Batch 820/938] [D loss: -9.811829] [G loss: 73.263382]\n",
      "[Epoch 22/200] [Batch 825/938] [D loss: -7.627945] [G loss: 74.017372]\n",
      "[Epoch 22/200] [Batch 830/938] [D loss: -12.233276] [G loss: 80.840332]\n",
      "[Epoch 22/200] [Batch 835/938] [D loss: -8.953354] [G loss: 79.602036]\n",
      "[Epoch 22/200] [Batch 840/938] [D loss: -8.721283] [G loss: 83.106133]\n",
      "[Epoch 22/200] [Batch 845/938] [D loss: -7.833305] [G loss: 89.697540]\n",
      "[Epoch 22/200] [Batch 850/938] [D loss: -10.382622] [G loss: 89.143623]\n",
      "[Epoch 22/200] [Batch 855/938] [D loss: -11.267326] [G loss: 90.058197]\n",
      "[Epoch 22/200] [Batch 860/938] [D loss: -7.132523] [G loss: 90.226151]\n",
      "[Epoch 22/200] [Batch 865/938] [D loss: -11.669006] [G loss: 100.762115]\n",
      "[Epoch 22/200] [Batch 870/938] [D loss: -8.252579] [G loss: 99.051483]\n",
      "[Epoch 22/200] [Batch 875/938] [D loss: -8.391068] [G loss: 103.352440]\n",
      "[Epoch 22/200] [Batch 880/938] [D loss: -9.139328] [G loss: 102.078491]\n",
      "[Epoch 22/200] [Batch 885/938] [D loss: -11.862061] [G loss: 108.462265]\n",
      "[Epoch 22/200] [Batch 890/938] [D loss: -7.482254] [G loss: 91.806862]\n",
      "[Epoch 22/200] [Batch 895/938] [D loss: -7.890297] [G loss: 92.142738]\n",
      "[Epoch 22/200] [Batch 900/938] [D loss: -9.720016] [G loss: 101.262451]\n",
      "[Epoch 22/200] [Batch 905/938] [D loss: -7.201111] [G loss: 106.368378]\n",
      "[Epoch 22/200] [Batch 910/938] [D loss: -12.934731] [G loss: 108.223343]\n",
      "[Epoch 22/200] [Batch 915/938] [D loss: -7.925293] [G loss: 101.380188]\n",
      "[Epoch 22/200] [Batch 920/938] [D loss: -9.527534] [G loss: 101.825294]\n",
      "[Epoch 22/200] [Batch 925/938] [D loss: -10.512901] [G loss: 100.678764]\n",
      "[Epoch 22/200] [Batch 930/938] [D loss: -7.832230] [G loss: 100.163582]\n",
      "[Epoch 22/200] [Batch 935/938] [D loss: -11.777725] [G loss: 100.650757]\n",
      "[Epoch 23/200] [Batch 0/938] [D loss: -10.720459] [G loss: 98.840103]\n",
      "[Epoch 23/200] [Batch 5/938] [D loss: -9.909935] [G loss: 95.290154]\n",
      "[Epoch 23/200] [Batch 10/938] [D loss: -11.072456] [G loss: 89.298889]\n",
      "[Epoch 23/200] [Batch 15/938] [D loss: -9.483231] [G loss: 89.842728]\n",
      "[Epoch 23/200] [Batch 20/938] [D loss: -6.438789] [G loss: 86.983406]\n",
      "[Epoch 23/200] [Batch 25/938] [D loss: -8.545227] [G loss: 86.080063]\n",
      "[Epoch 23/200] [Batch 30/938] [D loss: -8.192932] [G loss: 84.097656]\n",
      "[Epoch 23/200] [Batch 35/938] [D loss: -8.239983] [G loss: 87.309799]\n",
      "[Epoch 23/200] [Batch 40/938] [D loss: -6.913216] [G loss: 86.050369]\n",
      "[Epoch 23/200] [Batch 45/938] [D loss: -8.227188] [G loss: 81.989807]\n",
      "[Epoch 23/200] [Batch 50/938] [D loss: -8.555069] [G loss: 89.278877]\n",
      "[Epoch 23/200] [Batch 55/938] [D loss: -10.531570] [G loss: 86.602325]\n",
      "[Epoch 23/200] [Batch 60/938] [D loss: -8.800346] [G loss: 91.639893]\n",
      "[Epoch 23/200] [Batch 65/938] [D loss: -7.131142] [G loss: 90.960434]\n",
      "[Epoch 23/200] [Batch 70/938] [D loss: -7.538742] [G loss: 87.869431]\n",
      "[Epoch 23/200] [Batch 75/938] [D loss: -9.851410] [G loss: 85.739922]\n",
      "[Epoch 23/200] [Batch 80/938] [D loss: -8.672737] [G loss: 85.768509]\n",
      "[Epoch 23/200] [Batch 85/938] [D loss: -9.915634] [G loss: 84.136208]\n",
      "[Epoch 23/200] [Batch 90/938] [D loss: -10.458122] [G loss: 84.923134]\n",
      "[Epoch 23/200] [Batch 95/938] [D loss: -8.491051] [G loss: 82.407265]\n",
      "[Epoch 23/200] [Batch 100/938] [D loss: -9.847183] [G loss: 86.194603]\n",
      "[Epoch 23/200] [Batch 105/938] [D loss: -9.962852] [G loss: 89.709030]\n",
      "[Epoch 23/200] [Batch 110/938] [D loss: -10.183662] [G loss: 89.158684]\n",
      "[Epoch 23/200] [Batch 115/938] [D loss: -8.378952] [G loss: 88.953705]\n",
      "[Epoch 23/200] [Batch 120/938] [D loss: -10.094849] [G loss: 92.895134]\n",
      "[Epoch 23/200] [Batch 125/938] [D loss: -8.013237] [G loss: 85.501732]\n",
      "[Epoch 23/200] [Batch 130/938] [D loss: -8.263115] [G loss: 90.371284]\n",
      "[Epoch 23/200] [Batch 135/938] [D loss: -8.480972] [G loss: 89.721283]\n",
      "[Epoch 23/200] [Batch 140/938] [D loss: -8.569183] [G loss: 90.875595]\n",
      "[Epoch 23/200] [Batch 145/938] [D loss: -9.297394] [G loss: 87.305717]\n",
      "[Epoch 23/200] [Batch 150/938] [D loss: -8.455437] [G loss: 90.476334]\n",
      "[Epoch 23/200] [Batch 155/938] [D loss: -6.705528] [G loss: 86.366333]\n",
      "[Epoch 23/200] [Batch 160/938] [D loss: -6.896454] [G loss: 80.339027]\n",
      "[Epoch 23/200] [Batch 165/938] [D loss: -8.537231] [G loss: 75.619904]\n",
      "[Epoch 23/200] [Batch 170/938] [D loss: -9.789822] [G loss: 70.880051]\n",
      "[Epoch 23/200] [Batch 175/938] [D loss: -10.412926] [G loss: 73.442505]\n",
      "[Epoch 23/200] [Batch 180/938] [D loss: -10.630203] [G loss: 79.498466]\n",
      "[Epoch 23/200] [Batch 185/938] [D loss: -9.516445] [G loss: 74.832634]\n",
      "[Epoch 23/200] [Batch 190/938] [D loss: -7.546028] [G loss: 73.852043]\n",
      "[Epoch 23/200] [Batch 195/938] [D loss: -10.950935] [G loss: 75.016479]\n",
      "[Epoch 23/200] [Batch 200/938] [D loss: -10.398983] [G loss: 66.948387]\n",
      "[Epoch 23/200] [Batch 205/938] [D loss: -9.142998] [G loss: 66.572990]\n",
      "[Epoch 23/200] [Batch 210/938] [D loss: -8.286758] [G loss: 63.732590]\n",
      "[Epoch 23/200] [Batch 215/938] [D loss: -9.452850] [G loss: 66.939331]\n",
      "[Epoch 23/200] [Batch 220/938] [D loss: -10.131676] [G loss: 64.566162]\n",
      "[Epoch 23/200] [Batch 225/938] [D loss: -9.329380] [G loss: 66.338860]\n",
      "[Epoch 23/200] [Batch 230/938] [D loss: -8.848869] [G loss: 64.852097]\n",
      "[Epoch 23/200] [Batch 235/938] [D loss: -8.623394] [G loss: 60.821453]\n",
      "[Epoch 23/200] [Batch 240/938] [D loss: -12.933167] [G loss: 60.800655]\n",
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      "[Epoch 23/200] [Batch 520/938] [D loss: -5.978821] [G loss: 100.142876]\n",
      "[Epoch 23/200] [Batch 525/938] [D loss: -8.329849] [G loss: 100.527557]\n",
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      "[Epoch 23/200] [Batch 540/938] [D loss: -7.008080] [G loss: 81.178528]\n",
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      "[Epoch 23/200] [Batch 555/938] [D loss: -6.433105] [G loss: 61.602520]\n",
      "[Epoch 23/200] [Batch 560/938] [D loss: -7.797508] [G loss: 56.287003]\n",
      "[Epoch 23/200] [Batch 565/938] [D loss: -7.185066] [G loss: 50.016991]\n",
      "[Epoch 23/200] [Batch 570/938] [D loss: -7.907982] [G loss: 52.098492]\n",
      "[Epoch 23/200] [Batch 575/938] [D loss: -7.790253] [G loss: 50.762321]\n",
      "[Epoch 23/200] [Batch 580/938] [D loss: -9.327679] [G loss: 56.936985]\n",
      "[Epoch 23/200] [Batch 585/938] [D loss: -8.710140] [G loss: 53.572037]\n",
      "[Epoch 23/200] [Batch 590/938] [D loss: -5.259247] [G loss: 53.184025]\n",
      "[Epoch 23/200] [Batch 595/938] [D loss: -7.082317] [G loss: 52.549561]\n",
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      "[Epoch 23/200] [Batch 605/938] [D loss: -7.426926] [G loss: 55.356068]\n",
      "[Epoch 23/200] [Batch 610/938] [D loss: -7.457195] [G loss: 48.321152]\n",
      "[Epoch 23/200] [Batch 615/938] [D loss: -5.340652] [G loss: 49.744225]\n",
      "[Epoch 23/200] [Batch 620/938] [D loss: -5.613537] [G loss: 51.253548]\n",
      "[Epoch 23/200] [Batch 625/938] [D loss: -8.159920] [G loss: 53.863388]\n",
      "[Epoch 23/200] [Batch 630/938] [D loss: -7.843548] [G loss: 55.920147]\n",
      "[Epoch 23/200] [Batch 635/938] [D loss: -6.931004] [G loss: 60.825363]\n",
      "[Epoch 23/200] [Batch 640/938] [D loss: -7.843700] [G loss: 67.716019]\n",
      "[Epoch 23/200] [Batch 645/938] [D loss: -7.003273] [G loss: 65.682426]\n",
      "[Epoch 23/200] [Batch 650/938] [D loss: -8.954002] [G loss: 66.399185]\n",
      "[Epoch 23/200] [Batch 655/938] [D loss: -7.234787] [G loss: 65.742256]\n",
      "[Epoch 23/200] [Batch 660/938] [D loss: -8.282406] [G loss: 70.475479]\n",
      "[Epoch 23/200] [Batch 665/938] [D loss: -5.808746] [G loss: 69.164032]\n",
      "[Epoch 23/200] [Batch 670/938] [D loss: -7.256371] [G loss: 68.473656]\n",
      "[Epoch 23/200] [Batch 675/938] [D loss: -8.297787] [G loss: 67.441292]\n",
      "[Epoch 23/200] [Batch 680/938] [D loss: -9.590008] [G loss: 64.704170]\n",
      "[Epoch 23/200] [Batch 685/938] [D loss: -7.936062] [G loss: 57.054157]\n",
      "[Epoch 23/200] [Batch 690/938] [D loss: -8.339214] [G loss: 60.911701]\n",
      "[Epoch 23/200] [Batch 695/938] [D loss: -8.217823] [G loss: 49.497257]\n",
      "[Epoch 23/200] [Batch 700/938] [D loss: -7.365238] [G loss: 49.935558]\n",
      "[Epoch 23/200] [Batch 705/938] [D loss: -6.330669] [G loss: 51.340485]\n",
      "[Epoch 23/200] [Batch 710/938] [D loss: -7.816708] [G loss: 50.210892]\n",
      "[Epoch 23/200] [Batch 715/938] [D loss: -7.879982] [G loss: 43.817101]\n",
      "[Epoch 23/200] [Batch 720/938] [D loss: -8.832420] [G loss: 48.203415]\n",
      "[Epoch 23/200] [Batch 725/938] [D loss: -9.862312] [G loss: 45.424023]\n",
      "[Epoch 23/200] [Batch 730/938] [D loss: -9.663406] [G loss: 47.503506]\n",
      "[Epoch 23/200] [Batch 735/938] [D loss: -9.016315] [G loss: 46.105343]\n",
      "[Epoch 23/200] [Batch 740/938] [D loss: -8.938128] [G loss: 37.923969]\n",
      "[Epoch 23/200] [Batch 745/938] [D loss: -8.099977] [G loss: 25.754925]\n",
      "[Epoch 23/200] [Batch 750/938] [D loss: -8.890267] [G loss: 25.884830]\n",
      "[Epoch 23/200] [Batch 755/938] [D loss: -9.075649] [G loss: 20.756788]\n",
      "[Epoch 23/200] [Batch 760/938] [D loss: -7.309779] [G loss: 16.062544]\n",
      "[Epoch 23/200] [Batch 765/938] [D loss: -8.212843] [G loss: 4.998099]\n",
      "[Epoch 23/200] [Batch 770/938] [D loss: -8.309228] [G loss: -2.313114]\n",
      "[Epoch 23/200] [Batch 775/938] [D loss: -9.526209] [G loss: -0.740854]\n",
      "[Epoch 23/200] [Batch 780/938] [D loss: -8.362093] [G loss: -3.759521]\n",
      "[Epoch 23/200] [Batch 785/938] [D loss: -10.751554] [G loss: -1.189848]\n",
      "[Epoch 23/200] [Batch 790/938] [D loss: -8.067744] [G loss: -15.130056]\n",
      "[Epoch 23/200] [Batch 795/938] [D loss: -9.650681] [G loss: -25.083387]\n",
      "[Epoch 23/200] [Batch 800/938] [D loss: -10.531807] [G loss: -27.394693]\n",
      "[Epoch 23/200] [Batch 805/938] [D loss: -10.514503] [G loss: -27.466869]\n",
      "[Epoch 23/200] [Batch 810/938] [D loss: -7.741175] [G loss: -30.638557]\n",
      "[Epoch 23/200] [Batch 815/938] [D loss: -10.284828] [G loss: -30.472607]\n",
      "[Epoch 23/200] [Batch 820/938] [D loss: -9.581078] [G loss: -31.640505]\n",
      "[Epoch 23/200] [Batch 825/938] [D loss: -10.273153] [G loss: -31.005775]\n",
      "[Epoch 23/200] [Batch 830/938] [D loss: -11.132341] [G loss: -24.169945]\n",
      "[Epoch 23/200] [Batch 835/938] [D loss: -8.479462] [G loss: -24.066813]\n",
      "[Epoch 23/200] [Batch 840/938] [D loss: -7.470217] [G loss: -20.314842]\n",
      "[Epoch 23/200] [Batch 845/938] [D loss: -10.392754] [G loss: -20.690176]\n",
      "[Epoch 23/200] [Batch 850/938] [D loss: -8.302015] [G loss: -21.801929]\n",
      "[Epoch 23/200] [Batch 855/938] [D loss: -6.501734] [G loss: -23.582602]\n",
      "[Epoch 23/200] [Batch 860/938] [D loss: -11.693075] [G loss: -23.079868]\n",
      "[Epoch 23/200] [Batch 865/938] [D loss: -9.243896] [G loss: -21.873402]\n",
      "[Epoch 23/200] [Batch 870/938] [D loss: -9.787224] [G loss: -22.497160]\n",
      "[Epoch 23/200] [Batch 875/938] [D loss: -10.925859] [G loss: -20.452980]\n",
      "[Epoch 23/200] [Batch 880/938] [D loss: -6.857511] [G loss: -12.541715]\n",
      "[Epoch 23/200] [Batch 885/938] [D loss: -11.479294] [G loss: -3.691058]\n",
      "[Epoch 23/200] [Batch 890/938] [D loss: -9.198353] [G loss: -3.106846]\n",
      "[Epoch 23/200] [Batch 895/938] [D loss: -8.601892] [G loss: -6.146882]\n",
      "[Epoch 23/200] [Batch 900/938] [D loss: -8.869871] [G loss: -9.524517]\n",
      "[Epoch 23/200] [Batch 905/938] [D loss: -8.749229] [G loss: -11.867188]\n",
      "[Epoch 23/200] [Batch 910/938] [D loss: -6.494190] [G loss: -14.276645]\n",
      "[Epoch 23/200] [Batch 915/938] [D loss: -9.977748] [G loss: -8.175035]\n",
      "[Epoch 23/200] [Batch 920/938] [D loss: -6.163393] [G loss: -6.750392]\n",
      "[Epoch 23/200] [Batch 925/938] [D loss: -6.503090] [G loss: -7.437655]\n",
      "[Epoch 23/200] [Batch 930/938] [D loss: -9.043375] [G loss: -4.308397]\n",
      "[Epoch 23/200] [Batch 935/938] [D loss: -9.934321] [G loss: -8.333214]\n",
      "[Epoch 24/200] [Batch 0/938] [D loss: -8.975626] [G loss: -10.020679]\n",
      "[Epoch 24/200] [Batch 5/938] [D loss: -5.462276] [G loss: -9.874266]\n",
      "[Epoch 24/200] [Batch 10/938] [D loss: -8.838943] [G loss: -8.534399]\n",
      "[Epoch 24/200] [Batch 15/938] [D loss: -7.271214] [G loss: -9.747820]\n",
      "[Epoch 24/200] [Batch 20/938] [D loss: -7.175463] [G loss: -8.820088]\n",
      "[Epoch 24/200] [Batch 25/938] [D loss: -8.576193] [G loss: -4.453649]\n",
      "[Epoch 24/200] [Batch 30/938] [D loss: -9.355782] [G loss: -2.527082]\n",
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      "[Epoch 24/200] [Batch 40/938] [D loss: -9.476671] [G loss: 9.315864]\n",
      "[Epoch 24/200] [Batch 45/938] [D loss: -9.264324] [G loss: 13.354161]\n",
      "[Epoch 24/200] [Batch 50/938] [D loss: -10.001701] [G loss: 12.890886]\n",
      "[Epoch 24/200] [Batch 55/938] [D loss: -8.985723] [G loss: 9.625481]\n",
      "[Epoch 24/200] [Batch 60/938] [D loss: -9.798989] [G loss: 11.926338]\n",
      "[Epoch 24/200] [Batch 65/938] [D loss: -9.766411] [G loss: 9.877475]\n",
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      "[Epoch 24/200] [Batch 75/938] [D loss: -10.701488] [G loss: 5.131375]\n",
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      "[Epoch 24/200] [Batch 85/938] [D loss: -9.610519] [G loss: 10.643959]\n",
      "[Epoch 24/200] [Batch 90/938] [D loss: -10.363585] [G loss: 2.336504]\n",
      "[Epoch 24/200] [Batch 95/938] [D loss: -7.785649] [G loss: 2.012535]\n",
      "[Epoch 24/200] [Batch 100/938] [D loss: -7.968533] [G loss: -5.445608]\n",
      "[Epoch 24/200] [Batch 105/938] [D loss: -6.531538] [G loss: -0.277604]\n",
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      "[Epoch 24/200] [Batch 115/938] [D loss: -8.506363] [G loss: -2.035280]\n",
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      "[Epoch 24/200] [Batch 125/938] [D loss: -9.240314] [G loss: 3.961127]\n",
      "[Epoch 24/200] [Batch 130/938] [D loss: -7.983708] [G loss: 3.865603]\n",
      "[Epoch 24/200] [Batch 135/938] [D loss: -7.632959] [G loss: 5.149036]\n",
      "[Epoch 24/200] [Batch 140/938] [D loss: -8.189335] [G loss: 0.004201]\n",
      "[Epoch 24/200] [Batch 145/938] [D loss: -8.827269] [G loss: 0.175174]\n",
      "[Epoch 24/200] [Batch 150/938] [D loss: -10.931508] [G loss: 3.901314]\n",
      "[Epoch 24/200] [Batch 155/938] [D loss: -6.147804] [G loss: 0.485970]\n",
      "[Epoch 24/200] [Batch 160/938] [D loss: -9.139655] [G loss: 5.048983]\n",
      "[Epoch 24/200] [Batch 165/938] [D loss: -10.014761] [G loss: 6.611774]\n",
      "[Epoch 24/200] [Batch 170/938] [D loss: -7.510450] [G loss: 6.808996]\n",
      "[Epoch 24/200] [Batch 175/938] [D loss: -9.559772] [G loss: 11.267206]\n",
      "[Epoch 24/200] [Batch 180/938] [D loss: -10.044601] [G loss: 9.228476]\n",
      "[Epoch 24/200] [Batch 185/938] [D loss: -6.579757] [G loss: 8.981697]\n",
      "[Epoch 24/200] [Batch 190/938] [D loss: -7.924272] [G loss: 9.452172]\n",
      "[Epoch 24/200] [Batch 195/938] [D loss: -10.798806] [G loss: 14.113594]\n",
      "[Epoch 24/200] [Batch 200/938] [D loss: -10.541471] [G loss: 20.563812]\n",
      "[Epoch 24/200] [Batch 205/938] [D loss: -8.207278] [G loss: 16.421602]\n",
      "[Epoch 24/200] [Batch 210/938] [D loss: -7.465264] [G loss: 11.852818]\n",
      "[Epoch 24/200] [Batch 215/938] [D loss: -11.154620] [G loss: 7.863027]\n",
      "[Epoch 24/200] [Batch 220/938] [D loss: -8.008393] [G loss: 3.514422]\n",
      "[Epoch 24/200] [Batch 225/938] [D loss: -8.111565] [G loss: -7.202549]\n",
      "[Epoch 24/200] [Batch 230/938] [D loss: -8.602358] [G loss: -11.480669]\n",
      "[Epoch 24/200] [Batch 235/938] [D loss: -10.110167] [G loss: -26.146749]\n",
      "[Epoch 24/200] [Batch 240/938] [D loss: -9.249367] [G loss: -29.903200]\n",
      "[Epoch 24/200] [Batch 245/938] [D loss: -11.311394] [G loss: -27.513596]\n",
      "[Epoch 24/200] [Batch 250/938] [D loss: -11.200081] [G loss: -40.180107]\n",
      "[Epoch 24/200] [Batch 255/938] [D loss: -9.161118] [G loss: -40.946796]\n",
      "[Epoch 24/200] [Batch 260/938] [D loss: -9.761284] [G loss: -40.264095]\n",
      "[Epoch 24/200] [Batch 265/938] [D loss: -9.897366] [G loss: -46.343590]\n",
      "[Epoch 24/200] [Batch 270/938] [D loss: -9.341293] [G loss: -45.142342]\n",
      "[Epoch 24/200] [Batch 275/938] [D loss: -10.752785] [G loss: -45.116673]\n",
      "[Epoch 24/200] [Batch 280/938] [D loss: -9.841007] [G loss: -46.113274]\n",
      "[Epoch 24/200] [Batch 285/938] [D loss: -9.027187] [G loss: -52.616135]\n",
      "[Epoch 24/200] [Batch 290/938] [D loss: -8.606812] [G loss: -54.118576]\n",
      "[Epoch 24/200] [Batch 295/938] [D loss: -8.595066] [G loss: -53.673515]\n",
      "[Epoch 24/200] [Batch 300/938] [D loss: -9.560974] [G loss: -48.720264]\n",
      "[Epoch 24/200] [Batch 305/938] [D loss: -9.961483] [G loss: -34.397083]\n",
      "[Epoch 24/200] [Batch 310/938] [D loss: -7.580927] [G loss: -31.023735]\n",
      "[Epoch 24/200] [Batch 315/938] [D loss: -11.028864] [G loss: -28.931850]\n",
      "[Epoch 24/200] [Batch 320/938] [D loss: -7.855099] [G loss: -30.650694]\n",
      "[Epoch 24/200] [Batch 325/938] [D loss: -9.624592] [G loss: -25.596630]\n",
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      "[Epoch 24/200] [Batch 565/938] [D loss: -5.974691] [G loss: 22.573599]\n",
      "[Epoch 24/200] [Batch 570/938] [D loss: -10.195194] [G loss: 27.814804]\n",
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      "[Epoch 24/200] [Batch 580/938] [D loss: -8.961437] [G loss: 25.899752]\n",
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      "[Epoch 24/200] [Batch 595/938] [D loss: -9.861788] [G loss: 24.929743]\n",
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      "[Epoch 24/200] [Batch 635/938] [D loss: -9.437222] [G loss: 34.320812]\n",
      "[Epoch 24/200] [Batch 640/938] [D loss: -7.539881] [G loss: 38.747208]\n",
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      "[Epoch 24/200] [Batch 650/938] [D loss: -8.390184] [G loss: 39.669968]\n",
      "[Epoch 24/200] [Batch 655/938] [D loss: -7.952568] [G loss: 40.270790]\n",
      "[Epoch 24/200] [Batch 660/938] [D loss: -6.120100] [G loss: 34.806313]\n",
      "[Epoch 24/200] [Batch 665/938] [D loss: -7.985577] [G loss: 34.892677]\n",
      "[Epoch 24/200] [Batch 670/938] [D loss: -7.774961] [G loss: 25.015093]\n",
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      "[Epoch 24/200] [Batch 680/938] [D loss: -6.536781] [G loss: 15.820905]\n",
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      "[Epoch 24/200] [Batch 690/938] [D loss: -7.170208] [G loss: 6.419092]\n",
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      "[Epoch 24/200] [Batch 705/938] [D loss: -7.202819] [G loss: -7.869628]\n",
      "[Epoch 24/200] [Batch 710/938] [D loss: -6.545899] [G loss: -9.471464]\n",
      "[Epoch 24/200] [Batch 715/938] [D loss: -7.349392] [G loss: -6.519403]\n",
      "[Epoch 24/200] [Batch 720/938] [D loss: -6.454605] [G loss: -2.910237]\n",
      "[Epoch 24/200] [Batch 725/938] [D loss: -5.942505] [G loss: -8.228773]\n",
      "[Epoch 24/200] [Batch 730/938] [D loss: -6.796685] [G loss: -10.781981]\n",
      "[Epoch 24/200] [Batch 735/938] [D loss: -6.075733] [G loss: -13.749146]\n",
      "[Epoch 24/200] [Batch 740/938] [D loss: -4.404312] [G loss: -16.272690]\n",
      "[Epoch 24/200] [Batch 745/938] [D loss: -5.979951] [G loss: -10.517832]\n",
      "[Epoch 24/200] [Batch 750/938] [D loss: -8.117696] [G loss: -15.375607]\n",
      "[Epoch 24/200] [Batch 755/938] [D loss: -7.559733] [G loss: -15.814853]\n",
      "[Epoch 24/200] [Batch 760/938] [D loss: -5.726076] [G loss: -14.410101]\n",
      "[Epoch 24/200] [Batch 765/938] [D loss: -6.582907] [G loss: -3.239602]\n",
      "[Epoch 24/200] [Batch 770/938] [D loss: -4.657725] [G loss: -1.401469]\n",
      "[Epoch 24/200] [Batch 775/938] [D loss: -5.289750] [G loss: -5.052258]\n",
      "[Epoch 24/200] [Batch 780/938] [D loss: -5.359219] [G loss: -6.331347]\n",
      "[Epoch 24/200] [Batch 785/938] [D loss: -6.746490] [G loss: -6.742820]\n",
      "[Epoch 24/200] [Batch 790/938] [D loss: -5.107558] [G loss: -0.766901]\n",
      "[Epoch 24/200] [Batch 795/938] [D loss: -4.159648] [G loss: -6.279251]\n",
      "[Epoch 24/200] [Batch 800/938] [D loss: -5.574913] [G loss: -2.158387]\n",
      "[Epoch 24/200] [Batch 805/938] [D loss: -9.155940] [G loss: 4.431851]\n",
      "[Epoch 24/200] [Batch 810/938] [D loss: -7.635152] [G loss: 7.152635]\n",
      "[Epoch 24/200] [Batch 815/938] [D loss: -5.951120] [G loss: 13.199958]\n",
      "[Epoch 24/200] [Batch 820/938] [D loss: -4.551167] [G loss: 15.750063]\n",
      "[Epoch 24/200] [Batch 825/938] [D loss: -5.076193] [G loss: 17.008900]\n",
      "[Epoch 24/200] [Batch 830/938] [D loss: -5.779256] [G loss: 19.001747]\n",
      "[Epoch 24/200] [Batch 835/938] [D loss: -8.092636] [G loss: 23.194469]\n",
      "[Epoch 24/200] [Batch 840/938] [D loss: -4.674736] [G loss: 24.685726]\n",
      "[Epoch 24/200] [Batch 845/938] [D loss: -3.442350] [G loss: 20.239010]\n",
      "[Epoch 24/200] [Batch 850/938] [D loss: -3.736317] [G loss: 13.526154]\n",
      "[Epoch 24/200] [Batch 855/938] [D loss: -3.248926] [G loss: 0.311826]\n",
      "[Epoch 24/200] [Batch 860/938] [D loss: -1.697734] [G loss: -1.184626]\n",
      "[Epoch 24/200] [Batch 865/938] [D loss: -4.706398] [G loss: -2.753371]\n",
      "[Epoch 24/200] [Batch 870/938] [D loss: -3.701666] [G loss: -16.013029]\n",
      "[Epoch 24/200] [Batch 875/938] [D loss: -4.365334] [G loss: -25.768999]\n",
      "[Epoch 24/200] [Batch 880/938] [D loss: -5.281342] [G loss: -32.080719]\n",
      "[Epoch 24/200] [Batch 885/938] [D loss: -5.133659] [G loss: -42.738716]\n",
      "[Epoch 24/200] [Batch 890/938] [D loss: -5.511433] [G loss: -42.978260]\n",
      "[Epoch 24/200] [Batch 895/938] [D loss: -4.485386] [G loss: -50.346268]\n",
      "[Epoch 24/200] [Batch 900/938] [D loss: -4.876465] [G loss: -60.562569]\n",
      "[Epoch 24/200] [Batch 905/938] [D loss: -5.625305] [G loss: -72.077744]\n",
      "[Epoch 24/200] [Batch 910/938] [D loss: -5.621422] [G loss: -71.137253]\n",
      "[Epoch 24/200] [Batch 915/938] [D loss: -6.613731] [G loss: -80.711105]\n",
      "[Epoch 24/200] [Batch 920/938] [D loss: -4.006561] [G loss: -85.626190]\n",
      "[Epoch 24/200] [Batch 925/938] [D loss: -5.886215] [G loss: -78.797249]\n",
      "[Epoch 24/200] [Batch 930/938] [D loss: -7.144661] [G loss: -80.458710]\n",
      "[Epoch 24/200] [Batch 935/938] [D loss: -7.276886] [G loss: -81.629654]\n",
      "[Epoch 25/200] [Batch 0/938] [D loss: -4.566147] [G loss: -82.886414]\n",
      "[Epoch 25/200] [Batch 5/938] [D loss: -4.922737] [G loss: -84.138420]\n",
      "[Epoch 25/200] [Batch 10/938] [D loss: -4.982918] [G loss: -82.106384]\n",
      "[Epoch 25/200] [Batch 15/938] [D loss: -5.361946] [G loss: -81.795517]\n",
      "[Epoch 25/200] [Batch 20/938] [D loss: -5.603317] [G loss: -79.314186]\n",
      "[Epoch 25/200] [Batch 25/938] [D loss: -3.017700] [G loss: -77.232185]\n",
      "[Epoch 25/200] [Batch 30/938] [D loss: -7.078201] [G loss: -71.288727]\n",
      "[Epoch 25/200] [Batch 35/938] [D loss: -7.135292] [G loss: -68.039078]\n",
      "[Epoch 25/200] [Batch 40/938] [D loss: -9.696587] [G loss: -70.161140]\n",
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      "[Epoch 25/200] [Batch 50/938] [D loss: -6.862785] [G loss: -70.613968]\n",
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      "[Epoch 25/200] [Batch 60/938] [D loss: -7.418221] [G loss: -62.518436]\n",
      "[Epoch 25/200] [Batch 65/938] [D loss: -5.670597] [G loss: -61.826530]\n",
      "[Epoch 25/200] [Batch 70/938] [D loss: -6.597641] [G loss: -68.123161]\n",
      "[Epoch 25/200] [Batch 75/938] [D loss: -3.980217] [G loss: -72.242020]\n",
      "[Epoch 25/200] [Batch 80/938] [D loss: -4.116089] [G loss: -67.001366]\n",
      "[Epoch 25/200] [Batch 85/938] [D loss: -5.163177] [G loss: -67.808403]\n",
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      "[Epoch 25/200] [Batch 100/938] [D loss: -5.839119] [G loss: -69.142647]\n",
      "[Epoch 25/200] [Batch 105/938] [D loss: -7.205547] [G loss: -63.835770]\n",
      "[Epoch 25/200] [Batch 110/938] [D loss: -7.093937] [G loss: -65.108795]\n",
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      "[Epoch 25/200] [Batch 120/938] [D loss: -8.468315] [G loss: -68.951370]\n",
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      "[Epoch 25/200] [Batch 130/938] [D loss: -9.965065] [G loss: -68.690598]\n",
      "[Epoch 25/200] [Batch 135/938] [D loss: -5.385857] [G loss: -73.658936]\n",
      "[Epoch 25/200] [Batch 140/938] [D loss: -6.932076] [G loss: -70.049850]\n",
      "[Epoch 25/200] [Batch 145/938] [D loss: -7.837692] [G loss: -77.918175]\n",
      "[Epoch 25/200] [Batch 150/938] [D loss: -7.211975] [G loss: -79.294724]\n",
      "[Epoch 25/200] [Batch 155/938] [D loss: -7.302483] [G loss: -80.596397]\n",
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      "[Epoch 25/200] [Batch 165/938] [D loss: -6.063133] [G loss: -93.821617]\n",
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      "[Epoch 25/200] [Batch 190/938] [D loss: -6.693710] [G loss: -103.530045]\n",
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      "[Epoch 25/200] [Batch 200/938] [D loss: -6.393623] [G loss: -108.395294]\n",
      "[Epoch 25/200] [Batch 205/938] [D loss: -7.696365] [G loss: -108.835732]\n",
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      "[Epoch 25/200] [Batch 215/938] [D loss: -8.603424] [G loss: -114.261803]\n",
      "[Epoch 25/200] [Batch 220/938] [D loss: -7.768600] [G loss: -116.298859]\n",
      "[Epoch 25/200] [Batch 225/938] [D loss: -6.179649] [G loss: -114.717690]\n",
      "[Epoch 25/200] [Batch 230/938] [D loss: -6.478165] [G loss: -118.125893]\n",
      "[Epoch 25/200] [Batch 235/938] [D loss: -5.112076] [G loss: -106.040474]\n",
      "[Epoch 25/200] [Batch 240/938] [D loss: -7.953903] [G loss: -104.958794]\n",
      "[Epoch 25/200] [Batch 245/938] [D loss: -7.673149] [G loss: -102.260559]\n",
      "[Epoch 25/200] [Batch 250/938] [D loss: -8.027061] [G loss: -98.227142]\n",
      "[Epoch 25/200] [Batch 255/938] [D loss: -7.018799] [G loss: -93.039024]\n",
      "[Epoch 25/200] [Batch 260/938] [D loss: -8.031296] [G loss: -93.344696]\n",
      "[Epoch 25/200] [Batch 265/938] [D loss: -8.675270] [G loss: -90.449425]\n",
      "[Epoch 25/200] [Batch 270/938] [D loss: -7.035492] [G loss: -93.600494]\n",
      "[Epoch 25/200] [Batch 275/938] [D loss: -8.641190] [G loss: -94.136597]\n",
      "[Epoch 25/200] [Batch 280/938] [D loss: -9.060249] [G loss: -81.808746]\n",
      "[Epoch 25/200] [Batch 285/938] [D loss: -6.064186] [G loss: -83.528069]\n",
      "[Epoch 25/200] [Batch 290/938] [D loss: -7.913887] [G loss: -81.628777]\n",
      "[Epoch 25/200] [Batch 295/938] [D loss: -8.450729] [G loss: -80.856918]\n",
      "[Epoch 25/200] [Batch 300/938] [D loss: -9.380745] [G loss: -76.922188]\n",
      "[Epoch 25/200] [Batch 305/938] [D loss: -6.881256] [G loss: -81.977760]\n",
      "[Epoch 25/200] [Batch 310/938] [D loss: -7.414749] [G loss: -79.836761]\n",
      "[Epoch 25/200] [Batch 315/938] [D loss: -7.981300] [G loss: -84.476501]\n",
      "[Epoch 25/200] [Batch 320/938] [D loss: -10.078117] [G loss: -89.990059]\n",
      "[Epoch 25/200] [Batch 325/938] [D loss: -7.920570] [G loss: -85.655853]\n",
      "[Epoch 25/200] [Batch 330/938] [D loss: -9.341621] [G loss: -88.117706]\n",
      "[Epoch 25/200] [Batch 335/938] [D loss: -7.956970] [G loss: -95.154579]\n",
      "[Epoch 25/200] [Batch 340/938] [D loss: -8.550972] [G loss: -94.456207]\n",
      "[Epoch 25/200] [Batch 345/938] [D loss: -9.805405] [G loss: -100.073860]\n",
      "[Epoch 25/200] [Batch 350/938] [D loss: -11.350006] [G loss: -104.521362]\n",
      "[Epoch 25/200] [Batch 355/938] [D loss: -8.866150] [G loss: -108.481529]\n",
      "[Epoch 25/200] [Batch 360/938] [D loss: -9.847595] [G loss: -105.815834]\n",
      "[Epoch 25/200] [Batch 365/938] [D loss: -8.743240] [G loss: -108.328468]\n",
      "[Epoch 25/200] [Batch 370/938] [D loss: -10.591034] [G loss: -109.345108]\n",
      "[Epoch 25/200] [Batch 375/938] [D loss: -9.314774] [G loss: -110.358696]\n",
      "[Epoch 25/200] [Batch 380/938] [D loss: -8.764046] [G loss: -112.143379]\n",
      "[Epoch 25/200] [Batch 385/938] [D loss: -9.887131] [G loss: -110.179810]\n",
      "[Epoch 25/200] [Batch 390/938] [D loss: -9.880280] [G loss: -113.139954]\n",
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      "[Epoch 25/200] [Batch 635/938] [D loss: -11.252472] [G loss: -118.796791]\n",
      "[Epoch 25/200] [Batch 640/938] [D loss: -9.296089] [G loss: -116.870636]\n",
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      "[Epoch 25/200] [Batch 660/938] [D loss: -11.205696] [G loss: -116.151802]\n",
      "[Epoch 25/200] [Batch 665/938] [D loss: -13.102226] [G loss: -111.339363]\n",
      "[Epoch 25/200] [Batch 670/938] [D loss: -11.523674] [G loss: -117.233734]\n",
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      "[Epoch 25/200] [Batch 685/938] [D loss: -11.408798] [G loss: -118.529114]\n",
      "[Epoch 25/200] [Batch 690/938] [D loss: -13.483582] [G loss: -115.007355]\n",
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      "[Epoch 25/200] [Batch 700/938] [D loss: -9.488159] [G loss: -112.109489]\n",
      "[Epoch 25/200] [Batch 705/938] [D loss: -10.961395] [G loss: -116.127190]\n",
      "[Epoch 25/200] [Batch 710/938] [D loss: -10.094261] [G loss: -115.618759]\n",
      "[Epoch 25/200] [Batch 715/938] [D loss: -10.211502] [G loss: -119.335670]\n",
      "[Epoch 25/200] [Batch 720/938] [D loss: -7.237938] [G loss: -121.187958]\n",
      "[Epoch 25/200] [Batch 725/938] [D loss: -9.207108] [G loss: -123.413818]\n",
      "[Epoch 25/200] [Batch 730/938] [D loss: -8.291771] [G loss: -118.931686]\n",
      "[Epoch 25/200] [Batch 735/938] [D loss: -10.514732] [G loss: -124.926155]\n",
      "[Epoch 25/200] [Batch 740/938] [D loss: -9.949509] [G loss: -131.894897]\n",
      "[Epoch 25/200] [Batch 745/938] [D loss: -9.401688] [G loss: -129.632980]\n",
      "[Epoch 25/200] [Batch 750/938] [D loss: -8.531624] [G loss: -123.858856]\n",
      "[Epoch 25/200] [Batch 755/938] [D loss: -9.261765] [G loss: -138.391785]\n",
      "[Epoch 25/200] [Batch 760/938] [D loss: -9.097839] [G loss: -132.512238]\n",
      "[Epoch 25/200] [Batch 765/938] [D loss: -6.690582] [G loss: -134.989090]\n",
      "[Epoch 25/200] [Batch 770/938] [D loss: -8.794724] [G loss: -138.514771]\n",
      "[Epoch 25/200] [Batch 775/938] [D loss: -9.962936] [G loss: -136.103485]\n",
      "[Epoch 25/200] [Batch 780/938] [D loss: -9.811005] [G loss: -131.776428]\n",
      "[Epoch 25/200] [Batch 785/938] [D loss: -9.067795] [G loss: -135.872696]\n",
      "[Epoch 25/200] [Batch 790/938] [D loss: -8.655563] [G loss: -132.963440]\n",
      "[Epoch 25/200] [Batch 795/938] [D loss: -7.872772] [G loss: -139.588623]\n",
      "[Epoch 25/200] [Batch 800/938] [D loss: -7.580215] [G loss: -141.796814]\n",
      "[Epoch 25/200] [Batch 805/938] [D loss: -9.288467] [G loss: -139.937180]\n",
      "[Epoch 25/200] [Batch 810/938] [D loss: -9.665634] [G loss: -145.998962]\n",
      "[Epoch 25/200] [Batch 815/938] [D loss: -8.633102] [G loss: -137.645233]\n",
      "[Epoch 25/200] [Batch 820/938] [D loss: -8.728348] [G loss: -136.820526]\n",
      "[Epoch 25/200] [Batch 825/938] [D loss: -8.497955] [G loss: -133.639420]\n",
      "[Epoch 25/200] [Batch 830/938] [D loss: -9.730804] [G loss: -127.485016]\n",
      "[Epoch 25/200] [Batch 835/938] [D loss: -9.667709] [G loss: -127.463997]\n",
      "[Epoch 25/200] [Batch 840/938] [D loss: -6.729889] [G loss: -127.622726]\n",
      "[Epoch 25/200] [Batch 845/938] [D loss: -8.886841] [G loss: -129.512787]\n",
      "[Epoch 25/200] [Batch 850/938] [D loss: -7.621490] [G loss: -128.816299]\n",
      "[Epoch 25/200] [Batch 855/938] [D loss: -10.585182] [G loss: -122.365631]\n",
      "[Epoch 25/200] [Batch 860/938] [D loss: -10.415672] [G loss: -116.834084]\n",
      "[Epoch 25/200] [Batch 865/938] [D loss: -10.448128] [G loss: -117.034050]\n",
      "[Epoch 25/200] [Batch 870/938] [D loss: -10.511635] [G loss: -111.777107]\n",
      "[Epoch 25/200] [Batch 875/938] [D loss: -8.433807] [G loss: -108.615524]\n",
      "[Epoch 25/200] [Batch 880/938] [D loss: -9.184845] [G loss: -102.145836]\n",
      "[Epoch 25/200] [Batch 885/938] [D loss: -5.917534] [G loss: -103.723602]\n",
      "[Epoch 25/200] [Batch 890/938] [D loss: -8.467674] [G loss: -97.240860]\n",
      "[Epoch 25/200] [Batch 895/938] [D loss: -7.337067] [G loss: -90.808533]\n",
      "[Epoch 25/200] [Batch 900/938] [D loss: -10.584435] [G loss: -92.584450]\n",
      "[Epoch 25/200] [Batch 905/938] [D loss: -10.155975] [G loss: -87.446251]\n",
      "[Epoch 25/200] [Batch 910/938] [D loss: -10.080177] [G loss: -92.556786]\n",
      "[Epoch 25/200] [Batch 915/938] [D loss: -10.152328] [G loss: -87.035736]\n",
      "[Epoch 25/200] [Batch 920/938] [D loss: -8.261047] [G loss: -86.435051]\n",
      "[Epoch 25/200] [Batch 925/938] [D loss: -10.008591] [G loss: -85.129272]\n",
      "[Epoch 25/200] [Batch 930/938] [D loss: -7.405548] [G loss: -81.380959]\n",
      "[Epoch 25/200] [Batch 935/938] [D loss: -7.268211] [G loss: -82.797493]\n",
      "[Epoch 26/200] [Batch 0/938] [D loss: -10.805229] [G loss: -82.690193]\n",
      "[Epoch 26/200] [Batch 5/938] [D loss: -5.866837] [G loss: -83.838203]\n",
      "[Epoch 26/200] [Batch 10/938] [D loss: -8.627419] [G loss: -82.625504]\n",
      "[Epoch 26/200] [Batch 15/938] [D loss: -7.472931] [G loss: -78.445518]\n",
      "[Epoch 26/200] [Batch 20/938] [D loss: -8.011093] [G loss: -86.445961]\n",
      "[Epoch 26/200] [Batch 25/938] [D loss: -5.600426] [G loss: -90.940781]\n",
      "[Epoch 26/200] [Batch 30/938] [D loss: -8.984421] [G loss: -93.139496]\n",
      "[Epoch 26/200] [Batch 35/938] [D loss: -8.016212] [G loss: -106.108627]\n",
      "[Epoch 26/200] [Batch 40/938] [D loss: -6.754517] [G loss: -109.747513]\n",
      "[Epoch 26/200] [Batch 45/938] [D loss: -7.279037] [G loss: -117.659294]\n",
      "[Epoch 26/200] [Batch 50/938] [D loss: -6.725037] [G loss: -124.159973]\n",
      "[Epoch 26/200] [Batch 55/938] [D loss: -8.713898] [G loss: -123.572517]\n",
      "[Epoch 26/200] [Batch 60/938] [D loss: -7.852051] [G loss: -131.874161]\n",
      "[Epoch 26/200] [Batch 65/938] [D loss: -8.399185] [G loss: -138.184738]\n",
      "[Epoch 26/200] [Batch 70/938] [D loss: -5.411575] [G loss: -138.493256]\n",
      "[Epoch 26/200] [Batch 75/938] [D loss: -6.372818] [G loss: -140.598877]\n",
      "[Epoch 26/200] [Batch 80/938] [D loss: -7.723557] [G loss: -149.999908]\n",
      "[Epoch 26/200] [Batch 85/938] [D loss: -6.779984] [G loss: -153.856659]\n",
      "[Epoch 26/200] [Batch 90/938] [D loss: -9.408356] [G loss: -149.623337]\n",
      "[Epoch 26/200] [Batch 95/938] [D loss: -9.710617] [G loss: -152.928391]\n",
      "[Epoch 26/200] [Batch 100/938] [D loss: -5.888779] [G loss: -154.087158]\n",
      "[Epoch 26/200] [Batch 105/938] [D loss: -7.887360] [G loss: -153.556046]\n",
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      "[Epoch 26/200] [Batch 115/938] [D loss: -8.642380] [G loss: -152.157181]\n",
      "[Epoch 26/200] [Batch 120/938] [D loss: -6.955887] [G loss: -152.659332]\n",
      "[Epoch 26/200] [Batch 125/938] [D loss: -10.345551] [G loss: -151.116821]\n",
      "[Epoch 26/200] [Batch 130/938] [D loss: -11.307358] [G loss: -147.076172]\n",
      "[Epoch 26/200] [Batch 135/938] [D loss: -6.136322] [G loss: -141.021637]\n",
      "[Epoch 26/200] [Batch 140/938] [D loss: -10.482681] [G loss: -140.168274]\n",
      "[Epoch 26/200] [Batch 145/938] [D loss: -10.152649] [G loss: -139.629944]\n",
      "[Epoch 26/200] [Batch 150/938] [D loss: -5.839844] [G loss: -133.473679]\n",
      "[Epoch 26/200] [Batch 155/938] [D loss: -7.551743] [G loss: -131.564667]\n",
      "[Epoch 26/200] [Batch 160/938] [D loss: -6.227280] [G loss: -130.588654]\n",
      "[Epoch 26/200] [Batch 165/938] [D loss: -7.803970] [G loss: -135.122208]\n",
      "[Epoch 26/200] [Batch 170/938] [D loss: -6.866470] [G loss: -135.174850]\n",
      "[Epoch 26/200] [Batch 175/938] [D loss: -8.024429] [G loss: -130.405396]\n",
      "[Epoch 26/200] [Batch 180/938] [D loss: -7.463318] [G loss: -134.561752]\n",
      "[Epoch 26/200] [Batch 185/938] [D loss: -5.923744] [G loss: -129.347107]\n",
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      "[Epoch 26/200] [Batch 195/938] [D loss: -8.662048] [G loss: -131.729568]\n",
      "[Epoch 26/200] [Batch 200/938] [D loss: -9.505051] [G loss: -116.324020]\n",
      "[Epoch 26/200] [Batch 205/938] [D loss: -8.663422] [G loss: -116.100586]\n",
      "[Epoch 26/200] [Batch 210/938] [D loss: -9.941742] [G loss: -109.391296]\n",
      "[Epoch 26/200] [Batch 215/938] [D loss: -10.828026] [G loss: -109.194809]\n",
      "[Epoch 26/200] [Batch 220/938] [D loss: -10.497307] [G loss: -112.099106]\n",
      "[Epoch 26/200] [Batch 225/938] [D loss: -8.726746] [G loss: -109.758751]\n",
      "[Epoch 26/200] [Batch 230/938] [D loss: -8.856346] [G loss: -114.117294]\n",
      "[Epoch 26/200] [Batch 235/938] [D loss: -7.793419] [G loss: -114.096085]\n",
      "[Epoch 26/200] [Batch 240/938] [D loss: -8.806244] [G loss: -118.539238]\n",
      "[Epoch 26/200] [Batch 245/938] [D loss: -7.515671] [G loss: -121.323715]\n",
      "[Epoch 26/200] [Batch 250/938] [D loss: -8.029541] [G loss: -125.256165]\n",
      "[Epoch 26/200] [Batch 255/938] [D loss: -6.763969] [G loss: -122.550056]\n",
      "[Epoch 26/200] [Batch 260/938] [D loss: -7.878052] [G loss: -129.875305]\n",
      "[Epoch 26/200] [Batch 265/938] [D loss: -7.857391] [G loss: -131.082336]\n",
      "[Epoch 26/200] [Batch 270/938] [D loss: -9.690155] [G loss: -134.447769]\n",
      "[Epoch 26/200] [Batch 275/938] [D loss: -6.914703] [G loss: -138.473526]\n",
      "[Epoch 26/200] [Batch 280/938] [D loss: -6.357773] [G loss: -142.855011]\n",
      "[Epoch 26/200] [Batch 285/938] [D loss: -7.715622] [G loss: -147.312988]\n",
      "[Epoch 26/200] [Batch 290/938] [D loss: -8.265564] [G loss: -155.622757]\n",
      "[Epoch 26/200] [Batch 295/938] [D loss: -9.691208] [G loss: -157.701965]\n",
      "[Epoch 26/200] [Batch 300/938] [D loss: -8.597824] [G loss: -157.470673]\n",
      "[Epoch 26/200] [Batch 305/938] [D loss: -9.252350] [G loss: -155.126190]\n",
      "[Epoch 26/200] [Batch 310/938] [D loss: -10.616196] [G loss: -158.623611]\n",
      "[Epoch 26/200] [Batch 315/938] [D loss: -8.652100] [G loss: -149.271194]\n",
      "[Epoch 26/200] [Batch 320/938] [D loss: -8.627762] [G loss: -148.985550]\n",
      "[Epoch 26/200] [Batch 325/938] [D loss: -8.458649] [G loss: -156.901642]\n",
      "[Epoch 26/200] [Batch 330/938] [D loss: -9.988327] [G loss: -153.144547]\n",
      "[Epoch 26/200] [Batch 335/938] [D loss: -9.108917] [G loss: -150.523804]\n",
      "[Epoch 26/200] [Batch 340/938] [D loss: -9.443283] [G loss: -148.324875]\n",
      "[Epoch 26/200] [Batch 345/938] [D loss: -8.847534] [G loss: -147.044449]\n",
      "[Epoch 26/200] [Batch 350/938] [D loss: -10.203598] [G loss: -147.619400]\n",
      "[Epoch 26/200] [Batch 355/938] [D loss: -8.624344] [G loss: -146.963745]\n",
      "[Epoch 26/200] [Batch 360/938] [D loss: -9.778839] [G loss: -145.570511]\n",
      "[Epoch 26/200] [Batch 365/938] [D loss: -10.640610] [G loss: -146.859375]\n",
      "[Epoch 26/200] [Batch 370/938] [D loss: -10.418091] [G loss: -138.899231]\n",
      "[Epoch 26/200] [Batch 375/938] [D loss: -7.307419] [G loss: -142.451996]\n",
      "[Epoch 26/200] [Batch 380/938] [D loss: -13.587860] [G loss: -134.456223]\n",
      "[Epoch 26/200] [Batch 385/938] [D loss: -10.907562] [G loss: -133.252548]\n",
      "[Epoch 26/200] [Batch 390/938] [D loss: -9.431152] [G loss: -129.908264]\n",
      "[Epoch 26/200] [Batch 395/938] [D loss: -7.608948] [G loss: -134.948380]\n",
      "[Epoch 26/200] [Batch 400/938] [D loss: -10.963272] [G loss: -129.803406]\n",
      "[Epoch 26/200] [Batch 405/938] [D loss: -8.383469] [G loss: -132.272949]\n",
      "[Epoch 26/200] [Batch 410/938] [D loss: -9.761810] [G loss: -134.381653]\n",
      "[Epoch 26/200] [Batch 415/938] [D loss: -9.144623] [G loss: -136.597839]\n",
      "[Epoch 26/200] [Batch 420/938] [D loss: -9.964584] [G loss: -137.630066]\n",
      "[Epoch 26/200] [Batch 425/938] [D loss: -9.187943] [G loss: -136.590576]\n",
      "[Epoch 26/200] [Batch 430/938] [D loss: -10.026108] [G loss: -143.773163]\n",
      "[Epoch 26/200] [Batch 435/938] [D loss: -8.938782] [G loss: -147.198914]\n",
      "[Epoch 26/200] [Batch 440/938] [D loss: -11.400284] [G loss: -146.556564]\n",
      "[Epoch 26/200] [Batch 445/938] [D loss: -9.694031] [G loss: -149.970016]\n",
      "[Epoch 26/200] [Batch 450/938] [D loss: -9.290390] [G loss: -161.626938]\n",
      "[Epoch 26/200] [Batch 455/938] [D loss: -9.329269] [G loss: -161.154648]\n",
      "[Epoch 26/200] [Batch 460/938] [D loss: -11.090881] [G loss: -162.822495]\n",
      "[Epoch 26/200] [Batch 465/938] [D loss: -14.352280] [G loss: -157.233643]\n",
      "[Epoch 26/200] [Batch 470/938] [D loss: -10.567612] [G loss: -162.581665]\n",
      "[Epoch 26/200] [Batch 475/938] [D loss: -10.712234] [G loss: -170.082260]\n",
      "[Epoch 26/200] [Batch 480/938] [D loss: -9.249588] [G loss: -157.939102]\n",
      "[Epoch 26/200] [Batch 485/938] [D loss: -9.407303] [G loss: -153.786377]\n",
      "[Epoch 26/200] [Batch 490/938] [D loss: -12.246735] [G loss: -157.580109]\n",
      "[Epoch 26/200] [Batch 495/938] [D loss: -10.038666] [G loss: -156.949066]\n",
      "[Epoch 26/200] [Batch 500/938] [D loss: -12.056641] [G loss: -161.540421]\n",
      "[Epoch 26/200] [Batch 505/938] [D loss: -9.547729] [G loss: -166.385086]\n",
      "[Epoch 26/200] [Batch 510/938] [D loss: -9.477890] [G loss: -174.916275]\n",
      "[Epoch 26/200] [Batch 515/938] [D loss: -11.014114] [G loss: -170.766693]\n",
      "[Epoch 26/200] [Batch 520/938] [D loss: -10.302139] [G loss: -172.489685]\n",
      "[Epoch 26/200] [Batch 525/938] [D loss: -11.618469] [G loss: -169.567139]\n",
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      "[Epoch 26/200] [Batch 535/938] [D loss: -10.278961] [G loss: -169.728195]\n",
      "[Epoch 26/200] [Batch 540/938] [D loss: -6.367233] [G loss: -163.312500]\n",
      "[Epoch 26/200] [Batch 545/938] [D loss: -10.745773] [G loss: -155.120560]\n",
      "[Epoch 26/200] [Batch 550/938] [D loss: -11.512115] [G loss: -143.077652]\n",
      "[Epoch 26/200] [Batch 555/938] [D loss: -8.842194] [G loss: -150.148209]\n",
      "[Epoch 26/200] [Batch 560/938] [D loss: -7.998627] [G loss: -150.876434]\n",
      "[Epoch 26/200] [Batch 565/938] [D loss: -11.186234] [G loss: -149.902573]\n",
      "[Epoch 26/200] [Batch 570/938] [D loss: -7.933640] [G loss: -150.324051]\n",
      "[Epoch 26/200] [Batch 575/938] [D loss: -11.400009] [G loss: -153.719330]\n",
      "[Epoch 26/200] [Batch 580/938] [D loss: -9.297882] [G loss: -153.836197]\n",
      "[Epoch 26/200] [Batch 585/938] [D loss: -8.903625] [G loss: -155.783905]\n",
      "[Epoch 26/200] [Batch 590/938] [D loss: -11.012558] [G loss: -150.126404]\n",
      "[Epoch 26/200] [Batch 595/938] [D loss: -9.696457] [G loss: -145.821335]\n",
      "[Epoch 26/200] [Batch 600/938] [D loss: -10.944473] [G loss: -145.938583]\n",
      "[Epoch 26/200] [Batch 605/938] [D loss: -12.508209] [G loss: -146.872482]\n",
      "[Epoch 26/200] [Batch 610/938] [D loss: -10.637238] [G loss: -153.395508]\n",
      "[Epoch 26/200] [Batch 615/938] [D loss: -11.010773] [G loss: -150.325867]\n",
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      "[Epoch 26/200] [Batch 625/938] [D loss: -10.666199] [G loss: -145.181213]\n",
      "[Epoch 26/200] [Batch 630/938] [D loss: -9.676895] [G loss: -148.452438]\n",
      "[Epoch 26/200] [Batch 635/938] [D loss: -11.254120] [G loss: -152.079498]\n",
      "[Epoch 26/200] [Batch 640/938] [D loss: -12.110901] [G loss: -154.666122]\n",
      "[Epoch 26/200] [Batch 645/938] [D loss: -8.900406] [G loss: -162.332565]\n",
      "[Epoch 26/200] [Batch 650/938] [D loss: -13.546539] [G loss: -152.646469]\n",
      "[Epoch 26/200] [Batch 655/938] [D loss: -13.234360] [G loss: -152.705307]\n",
      "[Epoch 26/200] [Batch 660/938] [D loss: -10.902390] [G loss: -153.006500]\n",
      "[Epoch 26/200] [Batch 665/938] [D loss: -7.280624] [G loss: -151.210648]\n",
      "[Epoch 26/200] [Batch 670/938] [D loss: -10.970428] [G loss: -148.286575]\n",
      "[Epoch 26/200] [Batch 675/938] [D loss: -9.031631] [G loss: -147.595016]\n",
      "[Epoch 26/200] [Batch 680/938] [D loss: -9.658417] [G loss: -141.617081]\n",
      "[Epoch 26/200] [Batch 685/938] [D loss: -11.422714] [G loss: -147.689911]\n",
      "[Epoch 26/200] [Batch 690/938] [D loss: -10.405975] [G loss: -140.689804]\n",
      "[Epoch 26/200] [Batch 695/938] [D loss: -9.618591] [G loss: -143.628464]\n",
      "[Epoch 26/200] [Batch 700/938] [D loss: -11.977020] [G loss: -146.335907]\n",
      "[Epoch 26/200] [Batch 705/938] [D loss: -14.146072] [G loss: -143.378586]\n",
      "[Epoch 26/200] [Batch 710/938] [D loss: -7.983932] [G loss: -145.881378]\n",
      "[Epoch 26/200] [Batch 715/938] [D loss: -8.285004] [G loss: -150.685684]\n",
      "[Epoch 26/200] [Batch 720/938] [D loss: -11.330948] [G loss: -152.692795]\n",
      "[Epoch 26/200] [Batch 725/938] [D loss: -9.804901] [G loss: -152.787628]\n",
      "[Epoch 26/200] [Batch 730/938] [D loss: -13.362183] [G loss: -154.109009]\n",
      "[Epoch 26/200] [Batch 735/938] [D loss: -9.449036] [G loss: -155.459930]\n",
      "[Epoch 26/200] [Batch 740/938] [D loss: -10.358536] [G loss: -150.880478]\n",
      "[Epoch 26/200] [Batch 745/938] [D loss: -12.926071] [G loss: -151.571503]\n",
      "[Epoch 26/200] [Batch 750/938] [D loss: -11.789215] [G loss: -145.817062]\n",
      "[Epoch 26/200] [Batch 755/938] [D loss: -11.903214] [G loss: -148.468155]\n",
      "[Epoch 26/200] [Batch 760/938] [D loss: -9.951340] [G loss: -145.205139]\n",
      "[Epoch 26/200] [Batch 765/938] [D loss: -9.317032] [G loss: -151.137833]\n",
      "[Epoch 26/200] [Batch 770/938] [D loss: -11.549164] [G loss: -154.369202]\n",
      "[Epoch 26/200] [Batch 775/938] [D loss: -10.703140] [G loss: -148.523895]\n",
      "[Epoch 26/200] [Batch 780/938] [D loss: -11.023880] [G loss: -149.889572]\n",
      "[Epoch 26/200] [Batch 785/938] [D loss: -9.863785] [G loss: -153.105728]\n",
      "[Epoch 26/200] [Batch 790/938] [D loss: -14.190109] [G loss: -149.707611]\n",
      "[Epoch 26/200] [Batch 795/938] [D loss: -8.562531] [G loss: -152.013336]\n",
      "[Epoch 26/200] [Batch 800/938] [D loss: -10.086090] [G loss: -156.249939]\n",
      "[Epoch 26/200] [Batch 805/938] [D loss: -11.007339] [G loss: -157.131668]\n",
      "[Epoch 26/200] [Batch 810/938] [D loss: -11.044281] [G loss: -156.925140]\n",
      "[Epoch 26/200] [Batch 815/938] [D loss: -10.988419] [G loss: -151.472687]\n",
      "[Epoch 26/200] [Batch 820/938] [D loss: -10.583084] [G loss: -149.397217]\n",
      "[Epoch 26/200] [Batch 825/938] [D loss: -11.091431] [G loss: -145.424774]\n",
      "[Epoch 26/200] [Batch 830/938] [D loss: -10.529526] [G loss: -137.599777]\n",
      "[Epoch 26/200] [Batch 835/938] [D loss: -11.904175] [G loss: -142.059158]\n",
      "[Epoch 26/200] [Batch 840/938] [D loss: -10.527359] [G loss: -142.234894]\n",
      "[Epoch 26/200] [Batch 845/938] [D loss: -11.800415] [G loss: -144.821564]\n",
      "[Epoch 26/200] [Batch 850/938] [D loss: -10.028809] [G loss: -145.105255]\n",
      "[Epoch 26/200] [Batch 855/938] [D loss: -10.409546] [G loss: -143.002136]\n",
      "[Epoch 26/200] [Batch 860/938] [D loss: -8.329132] [G loss: -144.526520]\n",
      "[Epoch 26/200] [Batch 865/938] [D loss: -10.021271] [G loss: -141.146271]\n",
      "[Epoch 26/200] [Batch 870/938] [D loss: -10.086868] [G loss: -146.297928]\n",
      "[Epoch 26/200] [Batch 875/938] [D loss: -8.823151] [G loss: -141.995285]\n",
      "[Epoch 26/200] [Batch 880/938] [D loss: -11.207260] [G loss: -147.969193]\n",
      "[Epoch 26/200] [Batch 885/938] [D loss: -10.498947] [G loss: -155.751648]\n",
      "[Epoch 26/200] [Batch 890/938] [D loss: -12.908722] [G loss: -153.842529]\n",
      "[Epoch 26/200] [Batch 895/938] [D loss: -9.789291] [G loss: -155.277496]\n",
      "[Epoch 26/200] [Batch 900/938] [D loss: -9.669907] [G loss: -153.191208]\n",
      "[Epoch 26/200] [Batch 905/938] [D loss: -12.203857] [G loss: -152.108887]\n",
      "[Epoch 26/200] [Batch 910/938] [D loss: -10.872360] [G loss: -157.191299]\n",
      "[Epoch 26/200] [Batch 915/938] [D loss: -12.878113] [G loss: -149.646210]\n",
      "[Epoch 26/200] [Batch 920/938] [D loss: -5.761368] [G loss: -152.857239]\n",
      "[Epoch 26/200] [Batch 925/938] [D loss: -6.832123] [G loss: -153.959595]\n",
      "[Epoch 26/200] [Batch 930/938] [D loss: -7.767578] [G loss: -152.957611]\n",
      "[Epoch 26/200] [Batch 935/938] [D loss: -8.358887] [G loss: -154.096771]\n",
      "[Epoch 27/200] [Batch 0/938] [D loss: -7.321930] [G loss: -157.530334]\n",
      "[Epoch 27/200] [Batch 5/938] [D loss: -10.066147] [G loss: -151.118134]\n",
      "[Epoch 27/200] [Batch 10/938] [D loss: -8.257126] [G loss: -158.313187]\n",
      "[Epoch 27/200] [Batch 15/938] [D loss: -8.930847] [G loss: -165.017242]\n",
      "[Epoch 27/200] [Batch 20/938] [D loss: -7.178070] [G loss: -164.212906]\n",
      "[Epoch 27/200] [Batch 25/938] [D loss: -9.109955] [G loss: -168.490158]\n",
      "[Epoch 27/200] [Batch 30/938] [D loss: -7.866165] [G loss: -167.846344]\n",
      "[Epoch 27/200] [Batch 35/938] [D loss: -7.484512] [G loss: -169.369232]\n",
      "[Epoch 27/200] [Batch 40/938] [D loss: -9.905396] [G loss: -150.558563]\n",
      "[Epoch 27/200] [Batch 45/938] [D loss: -7.306549] [G loss: -150.855957]\n",
      "[Epoch 27/200] [Batch 50/938] [D loss: -9.087463] [G loss: -138.886856]\n",
      "[Epoch 27/200] [Batch 55/938] [D loss: -9.420898] [G loss: -140.425690]\n",
      "[Epoch 27/200] [Batch 60/938] [D loss: -9.911194] [G loss: -135.014435]\n",
      "[Epoch 27/200] [Batch 65/938] [D loss: -8.632935] [G loss: -139.254959]\n",
      "[Epoch 27/200] [Batch 70/938] [D loss: -10.743866] [G loss: -136.102402]\n",
      "[Epoch 27/200] [Batch 75/938] [D loss: -7.753555] [G loss: -147.424881]\n",
      "[Epoch 27/200] [Batch 80/938] [D loss: -8.530869] [G loss: -149.288864]\n",
      "[Epoch 27/200] [Batch 85/938] [D loss: -8.784363] [G loss: -154.345337]\n",
      "[Epoch 27/200] [Batch 90/938] [D loss: -8.467804] [G loss: -155.208908]\n",
      "[Epoch 27/200] [Batch 95/938] [D loss: -10.415512] [G loss: -163.211899]\n",
      "[Epoch 27/200] [Batch 100/938] [D loss: -9.132767] [G loss: -163.606201]\n",
      "[Epoch 27/200] [Batch 105/938] [D loss: -11.645401] [G loss: -168.419388]\n",
      "[Epoch 27/200] [Batch 110/938] [D loss: -8.883362] [G loss: -173.186279]\n",
      "[Epoch 27/200] [Batch 115/938] [D loss: -9.558716] [G loss: -180.593994]\n",
      "[Epoch 27/200] [Batch 120/938] [D loss: -11.187286] [G loss: -173.997253]\n",
      "[Epoch 27/200] [Batch 125/938] [D loss: -12.382324] [G loss: -171.568054]\n",
      "[Epoch 27/200] [Batch 130/938] [D loss: -10.751801] [G loss: -169.080109]\n",
      "[Epoch 27/200] [Batch 135/938] [D loss: -10.807465] [G loss: -167.782608]\n",
      "[Epoch 27/200] [Batch 140/938] [D loss: -11.301361] [G loss: -169.649429]\n",
      "[Epoch 27/200] [Batch 145/938] [D loss: -10.980957] [G loss: -172.523590]\n",
      "[Epoch 27/200] [Batch 150/938] [D loss: -11.423386] [G loss: -166.810059]\n",
      "[Epoch 27/200] [Batch 155/938] [D loss: -9.108887] [G loss: -164.773163]\n",
      "[Epoch 27/200] [Batch 160/938] [D loss: -12.878754] [G loss: -160.175476]\n",
      "[Epoch 27/200] [Batch 165/938] [D loss: -10.312057] [G loss: -159.539917]\n",
      "[Epoch 27/200] [Batch 170/938] [D loss: -9.993835] [G loss: -151.498734]\n",
      "[Epoch 27/200] [Batch 175/938] [D loss: -12.554184] [G loss: -148.970642]\n",
      "[Epoch 27/200] [Batch 180/938] [D loss: -11.969009] [G loss: -144.261108]\n",
      "[Epoch 27/200] [Batch 185/938] [D loss: -11.483368] [G loss: -131.206802]\n",
      "[Epoch 27/200] [Batch 190/938] [D loss: -11.631439] [G loss: -130.282074]\n",
      "[Epoch 27/200] [Batch 195/938] [D loss: -11.239792] [G loss: -127.928360]\n",
      "[Epoch 27/200] [Batch 200/938] [D loss: -13.445755] [G loss: -121.623291]\n",
      "[Epoch 27/200] [Batch 205/938] [D loss: -12.544830] [G loss: -110.394348]\n",
      "[Epoch 27/200] [Batch 210/938] [D loss: -10.022377] [G loss: -105.619156]\n",
      "[Epoch 27/200] [Batch 215/938] [D loss: -11.983177] [G loss: -98.216057]\n",
      "[Epoch 27/200] [Batch 220/938] [D loss: -11.893860] [G loss: -97.317825]\n",
      "[Epoch 27/200] [Batch 225/938] [D loss: -12.176697] [G loss: -94.606606]\n",
      "[Epoch 27/200] [Batch 230/938] [D loss: -14.778923] [G loss: -98.133415]\n",
      "[Epoch 27/200] [Batch 235/938] [D loss: -11.864204] [G loss: -91.731133]\n",
      "[Epoch 27/200] [Batch 240/938] [D loss: -14.106781] [G loss: -93.192009]\n",
      "[Epoch 27/200] [Batch 245/938] [D loss: -10.880592] [G loss: -85.990303]\n",
      "[Epoch 27/200] [Batch 250/938] [D loss: -14.996582] [G loss: -85.038177]\n",
      "[Epoch 27/200] [Batch 255/938] [D loss: -15.316490] [G loss: -87.696686]\n",
      "[Epoch 27/200] [Batch 260/938] [D loss: -12.884048] [G loss: -96.692131]\n",
      "[Epoch 27/200] [Batch 265/938] [D loss: -13.474937] [G loss: -100.441551]\n",
      "[Epoch 27/200] [Batch 270/938] [D loss: -14.422623] [G loss: -106.812370]\n",
      "[Epoch 27/200] [Batch 275/938] [D loss: -12.759422] [G loss: -119.252853]\n",
      "[Epoch 27/200] [Batch 280/938] [D loss: -12.471512] [G loss: -125.867020]\n",
      "[Epoch 27/200] [Batch 285/938] [D loss: -14.157242] [G loss: -131.374039]\n",
      "[Epoch 27/200] [Batch 290/938] [D loss: -12.466232] [G loss: -132.662918]\n",
      "[Epoch 27/200] [Batch 295/938] [D loss: -14.186691] [G loss: -140.951965]\n",
      "[Epoch 27/200] [Batch 300/938] [D loss: -15.388229] [G loss: -142.470032]\n",
      "[Epoch 27/200] [Batch 305/938] [D loss: -12.242661] [G loss: -142.170166]\n",
      "[Epoch 27/200] [Batch 310/938] [D loss: -14.584167] [G loss: -147.069809]\n",
      "[Epoch 27/200] [Batch 315/938] [D loss: -12.872482] [G loss: -146.070679]\n",
      "[Epoch 27/200] [Batch 320/938] [D loss: -16.676743] [G loss: -150.053696]\n",
      "[Epoch 27/200] [Batch 325/938] [D loss: -13.391846] [G loss: -155.439941]\n",
      "[Epoch 27/200] [Batch 330/938] [D loss: -13.640228] [G loss: -157.298370]\n",
      "[Epoch 27/200] [Batch 335/938] [D loss: -13.035492] [G loss: -152.664032]\n",
      "[Epoch 27/200] [Batch 340/938] [D loss: -13.742523] [G loss: -148.600311]\n",
      "[Epoch 27/200] [Batch 345/938] [D loss: -13.849899] [G loss: -150.575333]\n",
      "[Epoch 27/200] [Batch 350/938] [D loss: -15.668915] [G loss: -153.143814]\n",
      "[Epoch 27/200] [Batch 355/938] [D loss: -16.027847] [G loss: -153.386108]\n",
      "[Epoch 27/200] [Batch 360/938] [D loss: -12.522964] [G loss: -149.830505]\n",
      "[Epoch 27/200] [Batch 365/938] [D loss: -14.109756] [G loss: -144.581497]\n",
      "[Epoch 27/200] [Batch 370/938] [D loss: -14.098236] [G loss: -139.748016]\n",
      "[Epoch 27/200] [Batch 375/938] [D loss: -15.753250] [G loss: -133.869186]\n",
      "[Epoch 27/200] [Batch 380/938] [D loss: -13.943909] [G loss: -130.957977]\n",
      "[Epoch 27/200] [Batch 385/938] [D loss: -12.605453] [G loss: -120.640106]\n",
      "[Epoch 27/200] [Batch 390/938] [D loss: -16.383926] [G loss: -113.386238]\n",
      "[Epoch 27/200] [Batch 395/938] [D loss: -16.085251] [G loss: -110.165543]\n",
      "[Epoch 27/200] [Batch 400/938] [D loss: -12.807510] [G loss: -111.311600]\n",
      "[Epoch 27/200] [Batch 405/938] [D loss: -13.150932] [G loss: -107.413506]\n",
      "[Epoch 27/200] [Batch 410/938] [D loss: -11.001572] [G loss: -115.303596]\n",
      "[Epoch 27/200] [Batch 415/938] [D loss: -11.476883] [G loss: -111.599625]\n",
      "[Epoch 27/200] [Batch 420/938] [D loss: -10.422302] [G loss: -114.298111]\n",
      "[Epoch 27/200] [Batch 425/938] [D loss: -13.171341] [G loss: -109.691826]\n",
      "[Epoch 27/200] [Batch 430/938] [D loss: -14.393356] [G loss: -112.718842]\n",
      "[Epoch 27/200] [Batch 435/938] [D loss: -13.724899] [G loss: -112.620476]\n",
      "[Epoch 27/200] [Batch 440/938] [D loss: -13.133713] [G loss: -109.969612]\n",
      "[Epoch 27/200] [Batch 445/938] [D loss: -11.531998] [G loss: -113.762024]\n",
      "[Epoch 27/200] [Batch 450/938] [D loss: -14.125748] [G loss: -111.616241]\n",
      "[Epoch 27/200] [Batch 455/938] [D loss: -9.774292] [G loss: -117.850998]\n",
      "[Epoch 27/200] [Batch 460/938] [D loss: -10.958572] [G loss: -121.430481]\n",
      "[Epoch 27/200] [Batch 465/938] [D loss: -11.106506] [G loss: -125.288712]\n",
      "[Epoch 27/200] [Batch 470/938] [D loss: -13.731323] [G loss: -137.218155]\n",
      "[Epoch 27/200] [Batch 475/938] [D loss: -14.153534] [G loss: -144.044388]\n",
      "[Epoch 27/200] [Batch 480/938] [D loss: -12.383316] [G loss: -149.905853]\n",
      "[Epoch 27/200] [Batch 485/938] [D loss: -10.827515] [G loss: -157.459274]\n",
      "[Epoch 27/200] [Batch 490/938] [D loss: -14.287155] [G loss: -158.061661]\n",
      "[Epoch 27/200] [Batch 495/938] [D loss: -11.221634] [G loss: -165.812088]\n",
      "[Epoch 27/200] [Batch 500/938] [D loss: -13.278992] [G loss: -167.051514]\n",
      "[Epoch 27/200] [Batch 505/938] [D loss: -11.668365] [G loss: -170.539307]\n",
      "[Epoch 27/200] [Batch 510/938] [D loss: -14.993927] [G loss: -170.123642]\n",
      "[Epoch 27/200] [Batch 515/938] [D loss: -11.453491] [G loss: -172.440430]\n",
      "[Epoch 27/200] [Batch 520/938] [D loss: -12.408844] [G loss: -171.398819]\n",
      "[Epoch 27/200] [Batch 525/938] [D loss: -13.046265] [G loss: -176.752899]\n",
      "[Epoch 27/200] [Batch 530/938] [D loss: -11.556900] [G loss: -181.117554]\n",
      "[Epoch 27/200] [Batch 535/938] [D loss: -10.920731] [G loss: -177.111969]\n",
      "[Epoch 27/200] [Batch 540/938] [D loss: -13.985321] [G loss: -172.282593]\n",
      "[Epoch 27/200] [Batch 545/938] [D loss: -12.150620] [G loss: -168.424377]\n",
      "[Epoch 27/200] [Batch 550/938] [D loss: -11.493607] [G loss: -175.227097]\n",
      "[Epoch 27/200] [Batch 555/938] [D loss: -12.117050] [G loss: -168.791351]\n",
      "[Epoch 27/200] [Batch 560/938] [D loss: -8.638885] [G loss: -166.752869]\n",
      "[Epoch 27/200] [Batch 565/938] [D loss: -9.903992] [G loss: -161.570236]\n",
      "[Epoch 27/200] [Batch 570/938] [D loss: -9.361847] [G loss: -156.133591]\n",
      "[Epoch 27/200] [Batch 575/938] [D loss: -11.483856] [G loss: -152.195862]\n",
      "[Epoch 27/200] [Batch 580/938] [D loss: -11.177017] [G loss: -148.152908]\n",
      "[Epoch 27/200] [Batch 585/938] [D loss: -10.483200] [G loss: -144.868790]\n",
      "[Epoch 27/200] [Batch 590/938] [D loss: -10.221405] [G loss: -149.606766]\n",
      "[Epoch 27/200] [Batch 595/938] [D loss: -7.516037] [G loss: -150.715134]\n",
      "[Epoch 27/200] [Batch 600/938] [D loss: -12.739517] [G loss: -136.808350]\n",
      "[Epoch 27/200] [Batch 605/938] [D loss: -6.675323] [G loss: -143.373413]\n",
      "[Epoch 27/200] [Batch 610/938] [D loss: -9.359283] [G loss: -145.471817]\n",
      "[Epoch 27/200] [Batch 615/938] [D loss: -11.987671] [G loss: -150.638763]\n",
      "[Epoch 27/200] [Batch 620/938] [D loss: -8.198730] [G loss: -152.060379]\n",
      "[Epoch 27/200] [Batch 625/938] [D loss: -10.183960] [G loss: -157.896667]\n",
      "[Epoch 27/200] [Batch 630/938] [D loss: -10.287979] [G loss: -156.968445]\n",
      "[Epoch 27/200] [Batch 635/938] [D loss: -9.518555] [G loss: -165.593964]\n",
      "[Epoch 27/200] [Batch 640/938] [D loss: -8.282776] [G loss: -173.512329]\n",
      "[Epoch 27/200] [Batch 645/938] [D loss: -8.256241] [G loss: -170.126038]\n",
      "[Epoch 27/200] [Batch 650/938] [D loss: -8.480942] [G loss: -178.551147]\n",
      "[Epoch 27/200] [Batch 655/938] [D loss: -11.173843] [G loss: -177.905457]\n",
      "[Epoch 27/200] [Batch 660/938] [D loss: -9.417999] [G loss: -182.738342]\n",
      "[Epoch 27/200] [Batch 665/938] [D loss: -9.719040] [G loss: -179.749985]\n",
      "[Epoch 27/200] [Batch 670/938] [D loss: -9.104080] [G loss: -176.956665]\n",
      "[Epoch 27/200] [Batch 675/938] [D loss: -9.624313] [G loss: -173.235870]\n",
      "[Epoch 27/200] [Batch 680/938] [D loss: -10.237762] [G loss: -174.575058]\n",
      "[Epoch 27/200] [Batch 685/938] [D loss: -6.848465] [G loss: -179.233459]\n",
      "[Epoch 27/200] [Batch 690/938] [D loss: -10.003098] [G loss: -174.305252]\n",
      "[Epoch 27/200] [Batch 695/938] [D loss: -10.235062] [G loss: -179.101807]\n",
      "[Epoch 27/200] [Batch 700/938] [D loss: -9.673294] [G loss: -170.224625]\n",
      "[Epoch 27/200] [Batch 705/938] [D loss: -9.702576] [G loss: -161.582870]\n",
      "[Epoch 27/200] [Batch 710/938] [D loss: -7.609940] [G loss: -163.653412]\n",
      "[Epoch 27/200] [Batch 715/938] [D loss: -14.102524] [G loss: -168.715790]\n",
      "[Epoch 27/200] [Batch 720/938] [D loss: -9.035538] [G loss: -171.267838]\n",
      "[Epoch 27/200] [Batch 725/938] [D loss: -10.012222] [G loss: -171.448166]\n",
      "[Epoch 27/200] [Batch 730/938] [D loss: -10.740097] [G loss: -173.703476]\n",
      "[Epoch 27/200] [Batch 735/938] [D loss: -11.125458] [G loss: -172.372208]\n",
      "[Epoch 27/200] [Batch 740/938] [D loss: -11.718369] [G loss: -164.867706]\n",
      "[Epoch 27/200] [Batch 745/938] [D loss: -11.037354] [G loss: -176.895203]\n",
      "[Epoch 27/200] [Batch 750/938] [D loss: -11.587799] [G loss: -173.952377]\n",
      "[Epoch 27/200] [Batch 755/938] [D loss: -12.399231] [G loss: -176.713806]\n",
      "[Epoch 27/200] [Batch 760/938] [D loss: -11.962982] [G loss: -183.831696]\n",
      "[Epoch 27/200] [Batch 765/938] [D loss: -10.814575] [G loss: -176.163544]\n",
      "[Epoch 27/200] [Batch 770/938] [D loss: -9.406647] [G loss: -185.480667]\n",
      "[Epoch 27/200] [Batch 775/938] [D loss: -10.077820] [G loss: -188.604645]\n",
      "[Epoch 27/200] [Batch 780/938] [D loss: -9.456558] [G loss: -184.797043]\n",
      "[Epoch 27/200] [Batch 785/938] [D loss: -10.539993] [G loss: -187.636475]\n",
      "[Epoch 27/200] [Batch 790/938] [D loss: -11.810730] [G loss: -176.699036]\n",
      "[Epoch 27/200] [Batch 795/938] [D loss: -10.956024] [G loss: -176.006714]\n",
      "[Epoch 27/200] [Batch 800/938] [D loss: -14.142609] [G loss: -179.827805]\n",
      "[Epoch 27/200] [Batch 805/938] [D loss: -11.112350] [G loss: -178.518219]\n",
      "[Epoch 27/200] [Batch 810/938] [D loss: -13.415070] [G loss: -178.709473]\n",
      "[Epoch 27/200] [Batch 815/938] [D loss: -8.756424] [G loss: -189.199158]\n",
      "[Epoch 27/200] [Batch 820/938] [D loss: -9.353989] [G loss: -192.677765]\n",
      "[Epoch 27/200] [Batch 825/938] [D loss: -11.827637] [G loss: -190.448013]\n",
      "[Epoch 27/200] [Batch 830/938] [D loss: -9.403107] [G loss: -191.093811]\n",
      "[Epoch 27/200] [Batch 835/938] [D loss: -10.436966] [G loss: -187.370499]\n",
      "[Epoch 27/200] [Batch 840/938] [D loss: -10.030441] [G loss: -176.804535]\n",
      "[Epoch 27/200] [Batch 845/938] [D loss: -10.842850] [G loss: -178.786392]\n",
      "[Epoch 27/200] [Batch 850/938] [D loss: -10.434586] [G loss: -179.834198]\n",
      "[Epoch 27/200] [Batch 855/938] [D loss: -7.065186] [G loss: -184.242523]\n",
      "[Epoch 27/200] [Batch 860/938] [D loss: -9.103500] [G loss: -192.222885]\n",
      "[Epoch 27/200] [Batch 865/938] [D loss: -10.247482] [G loss: -189.593765]\n",
      "[Epoch 27/200] [Batch 870/938] [D loss: -9.510788] [G loss: -183.411499]\n",
      "[Epoch 27/200] [Batch 875/938] [D loss: -10.939621] [G loss: -183.410141]\n",
      "[Epoch 27/200] [Batch 880/938] [D loss: -11.526138] [G loss: -181.588867]\n",
      "[Epoch 27/200] [Batch 885/938] [D loss: -12.935120] [G loss: -180.523834]\n",
      "[Epoch 27/200] [Batch 890/938] [D loss: -11.633636] [G loss: -181.926147]\n",
      "[Epoch 27/200] [Batch 895/938] [D loss: -12.316315] [G loss: -183.636932]\n",
      "[Epoch 27/200] [Batch 900/938] [D loss: -10.752075] [G loss: -184.560791]\n",
      "[Epoch 27/200] [Batch 905/938] [D loss: -10.688995] [G loss: -187.789185]\n",
      "[Epoch 27/200] [Batch 910/938] [D loss: -12.743698] [G loss: -183.179184]\n",
      "[Epoch 27/200] [Batch 915/938] [D loss: -13.991684] [G loss: -187.239410]\n",
      "[Epoch 27/200] [Batch 920/938] [D loss: -10.662735] [G loss: -187.891968]\n",
      "[Epoch 27/200] [Batch 925/938] [D loss: -13.336075] [G loss: -188.379974]\n",
      "[Epoch 27/200] [Batch 930/938] [D loss: -11.887177] [G loss: -195.520828]\n",
      "[Epoch 27/200] [Batch 935/938] [D loss: -12.009247] [G loss: -189.673676]\n",
      "[Epoch 28/200] [Batch 0/938] [D loss: -11.854736] [G loss: -193.630859]\n",
      "[Epoch 28/200] [Batch 5/938] [D loss: -10.122620] [G loss: -198.593903]\n",
      "[Epoch 28/200] [Batch 10/938] [D loss: -9.258026] [G loss: -196.845139]\n",
      "[Epoch 28/200] [Batch 15/938] [D loss: -9.860764] [G loss: -197.032211]\n",
      "[Epoch 28/200] [Batch 20/938] [D loss: -11.898758] [G loss: -194.348938]\n",
      "[Epoch 28/200] [Batch 25/938] [D loss: -9.690750] [G loss: -199.412277]\n",
      "[Epoch 28/200] [Batch 30/938] [D loss: -9.550323] [G loss: -199.613327]\n",
      "[Epoch 28/200] [Batch 35/938] [D loss: -10.864395] [G loss: -204.260101]\n",
      "[Epoch 28/200] [Batch 40/938] [D loss: -10.728165] [G loss: -205.006531]\n",
      "[Epoch 28/200] [Batch 45/938] [D loss: -10.451752] [G loss: -202.234772]\n",
      "[Epoch 28/200] [Batch 50/938] [D loss: -10.664902] [G loss: -206.150528]\n",
      "[Epoch 28/200] [Batch 55/938] [D loss: -10.221329] [G loss: -194.572693]\n",
      "[Epoch 28/200] [Batch 60/938] [D loss: -10.737534] [G loss: -196.973083]\n",
      "[Epoch 28/200] [Batch 65/938] [D loss: -10.038284] [G loss: -194.941849]\n",
      "[Epoch 28/200] [Batch 70/938] [D loss: -10.326248] [G loss: -197.888443]\n",
      "[Epoch 28/200] [Batch 75/938] [D loss: -12.308182] [G loss: -197.640900]\n",
      "[Epoch 28/200] [Batch 80/938] [D loss: -9.688889] [G loss: -194.668152]\n",
      "[Epoch 28/200] [Batch 85/938] [D loss: -11.125595] [G loss: -190.915573]\n",
      "[Epoch 28/200] [Batch 90/938] [D loss: -11.344299] [G loss: -192.165146]\n",
      "[Epoch 28/200] [Batch 95/938] [D loss: -9.361145] [G loss: -196.130798]\n",
      "[Epoch 28/200] [Batch 100/938] [D loss: -9.130112] [G loss: -189.953461]\n",
      "[Epoch 28/200] [Batch 105/938] [D loss: -13.179581] [G loss: -190.905472]\n",
      "[Epoch 28/200] [Batch 110/938] [D loss: -9.658096] [G loss: -188.650848]\n",
      "[Epoch 28/200] [Batch 115/938] [D loss: -8.911133] [G loss: -185.692581]\n",
      "[Epoch 28/200] [Batch 120/938] [D loss: -11.497192] [G loss: -189.152817]\n",
      "[Epoch 28/200] [Batch 125/938] [D loss: -9.396683] [G loss: -187.130325]\n",
      "[Epoch 28/200] [Batch 130/938] [D loss: -10.935944] [G loss: -186.781189]\n",
      "[Epoch 28/200] [Batch 135/938] [D loss: -9.321411] [G loss: -184.445480]\n",
      "[Epoch 28/200] [Batch 140/938] [D loss: -10.302628] [G loss: -191.412918]\n",
      "[Epoch 28/200] [Batch 145/938] [D loss: -8.301392] [G loss: -188.635406]\n",
      "[Epoch 28/200] [Batch 150/938] [D loss: -10.354736] [G loss: -188.679001]\n",
      "[Epoch 28/200] [Batch 155/938] [D loss: -8.819183] [G loss: -185.834396]\n",
      "[Epoch 28/200] [Batch 160/938] [D loss: -11.024551] [G loss: -179.128845]\n",
      "[Epoch 28/200] [Batch 165/938] [D loss: -11.886581] [G loss: -177.500717]\n",
      "[Epoch 28/200] [Batch 170/938] [D loss: -13.277573] [G loss: -169.318237]\n",
      "[Epoch 28/200] [Batch 175/938] [D loss: -10.382935] [G loss: -163.351425]\n",
      "[Epoch 28/200] [Batch 180/938] [D loss: -9.894424] [G loss: -155.047913]\n",
      "[Epoch 28/200] [Batch 185/938] [D loss: -11.572784] [G loss: -149.100464]\n",
      "[Epoch 28/200] [Batch 190/938] [D loss: -6.703278] [G loss: -147.784744]\n",
      "[Epoch 28/200] [Batch 195/938] [D loss: -11.525818] [G loss: -151.909363]\n",
      "[Epoch 28/200] [Batch 200/938] [D loss: -13.522018] [G loss: -156.759842]\n",
      "[Epoch 28/200] [Batch 205/938] [D loss: -10.401306] [G loss: -161.296967]\n",
      "[Epoch 28/200] [Batch 210/938] [D loss: -10.893555] [G loss: -163.448120]\n",
      "[Epoch 28/200] [Batch 215/938] [D loss: -8.422913] [G loss: -173.208038]\n",
      "[Epoch 28/200] [Batch 220/938] [D loss: -9.790192] [G loss: -174.907700]\n",
      "[Epoch 28/200] [Batch 225/938] [D loss: -10.332458] [G loss: -175.356781]\n",
      "[Epoch 28/200] [Batch 230/938] [D loss: -8.037170] [G loss: -172.739960]\n",
      "[Epoch 28/200] [Batch 235/938] [D loss: -10.905045] [G loss: -176.181931]\n",
      "[Epoch 28/200] [Batch 240/938] [D loss: -11.846725] [G loss: -177.607208]\n",
      "[Epoch 28/200] [Batch 245/938] [D loss: -8.142807] [G loss: -179.804199]\n",
      "[Epoch 28/200] [Batch 250/938] [D loss: -11.597397] [G loss: -180.204727]\n",
      "[Epoch 28/200] [Batch 255/938] [D loss: -8.520020] [G loss: -184.286133]\n",
      "[Epoch 28/200] [Batch 260/938] [D loss: -10.113617] [G loss: -180.654907]\n",
      "[Epoch 28/200] [Batch 265/938] [D loss: -12.044235] [G loss: -183.693756]\n",
      "[Epoch 28/200] [Batch 270/938] [D loss: -8.974258] [G loss: -170.869995]\n",
      "[Epoch 28/200] [Batch 275/938] [D loss: -9.033905] [G loss: -165.197784]\n",
      "[Epoch 28/200] [Batch 280/938] [D loss: -11.707275] [G loss: -165.018005]\n",
      "[Epoch 28/200] [Batch 285/938] [D loss: -7.549026] [G loss: -155.380325]\n",
      "[Epoch 28/200] [Batch 290/938] [D loss: -9.800659] [G loss: -156.520233]\n",
      "[Epoch 28/200] [Batch 295/938] [D loss: -8.586029] [G loss: -152.318970]\n",
      "[Epoch 28/200] [Batch 300/938] [D loss: -8.862732] [G loss: -145.309357]\n",
      "[Epoch 28/200] [Batch 305/938] [D loss: -10.210129] [G loss: -141.089783]\n",
      "[Epoch 28/200] [Batch 310/938] [D loss: -11.539230] [G loss: -133.519775]\n",
      "[Epoch 28/200] [Batch 315/938] [D loss: -8.902023] [G loss: -132.459473]\n",
      "[Epoch 28/200] [Batch 320/938] [D loss: -11.826103] [G loss: -124.089897]\n",
      "[Epoch 28/200] [Batch 325/938] [D loss: -11.239044] [G loss: -114.865784]\n",
      "[Epoch 28/200] [Batch 330/938] [D loss: -11.361923] [G loss: -108.461403]\n",
      "[Epoch 28/200] [Batch 335/938] [D loss: -9.300003] [G loss: -93.085770]\n",
      "[Epoch 28/200] [Batch 340/938] [D loss: -12.647186] [G loss: -96.039635]\n",
      "[Epoch 28/200] [Batch 345/938] [D loss: -10.574371] [G loss: -92.804115]\n",
      "[Epoch 28/200] [Batch 350/938] [D loss: -10.478638] [G loss: -89.861244]\n",
      "[Epoch 28/200] [Batch 355/938] [D loss: -8.912567] [G loss: -84.169388]\n",
      "[Epoch 28/200] [Batch 360/938] [D loss: -10.195427] [G loss: -78.817848]\n",
      "[Epoch 28/200] [Batch 365/938] [D loss: -9.567734] [G loss: -76.720619]\n",
      "[Epoch 28/200] [Batch 370/938] [D loss: -10.760406] [G loss: -83.058365]\n",
      "[Epoch 28/200] [Batch 375/938] [D loss: -9.971321] [G loss: -78.746185]\n",
      "[Epoch 28/200] [Batch 380/938] [D loss: -9.866562] [G loss: -74.602661]\n",
      "[Epoch 28/200] [Batch 385/938] [D loss: -12.533226] [G loss: -68.584000]\n",
      "[Epoch 28/200] [Batch 390/938] [D loss: -10.318497] [G loss: -68.149788]\n",
      "[Epoch 28/200] [Batch 395/938] [D loss: -10.086708] [G loss: -65.584190]\n",
      "[Epoch 28/200] [Batch 400/938] [D loss: -9.417229] [G loss: -66.423065]\n",
      "[Epoch 28/200] [Batch 405/938] [D loss: -8.844788] [G loss: -63.841942]\n",
      "[Epoch 28/200] [Batch 410/938] [D loss: -7.835724] [G loss: -71.529755]\n",
      "[Epoch 28/200] [Batch 415/938] [D loss: -11.927811] [G loss: -74.479843]\n",
      "[Epoch 28/200] [Batch 420/938] [D loss: -8.109184] [G loss: -82.401688]\n",
      "[Epoch 28/200] [Batch 425/938] [D loss: -8.690338] [G loss: -86.519196]\n",
      "[Epoch 28/200] [Batch 430/938] [D loss: -9.884583] [G loss: -87.534401]\n",
      "[Epoch 28/200] [Batch 435/938] [D loss: -9.714317] [G loss: -93.922867]\n",
      "[Epoch 28/200] [Batch 440/938] [D loss: -7.589531] [G loss: -96.848915]\n",
      "[Epoch 28/200] [Batch 445/938] [D loss: -9.969810] [G loss: -102.365524]\n",
      "[Epoch 28/200] [Batch 450/938] [D loss: -11.360184] [G loss: -97.590111]\n",
      "[Epoch 28/200] [Batch 455/938] [D loss: -7.041504] [G loss: -98.594673]\n",
      "[Epoch 28/200] [Batch 460/938] [D loss: -9.318634] [G loss: -94.702583]\n",
      "[Epoch 28/200] [Batch 465/938] [D loss: -9.187393] [G loss: -87.343689]\n",
      "[Epoch 28/200] [Batch 470/938] [D loss: -8.656242] [G loss: -78.032349]\n",
      "[Epoch 28/200] [Batch 475/938] [D loss: -11.010994] [G loss: -78.800522]\n",
      "[Epoch 28/200] [Batch 480/938] [D loss: -9.740112] [G loss: -82.548386]\n",
      "[Epoch 28/200] [Batch 485/938] [D loss: -9.011307] [G loss: -73.726822]\n",
      "[Epoch 28/200] [Batch 490/938] [D loss: -10.662140] [G loss: -68.489021]\n",
      "[Epoch 28/200] [Batch 495/938] [D loss: -8.723869] [G loss: -71.408516]\n",
      "[Epoch 28/200] [Batch 500/938] [D loss: -10.268608] [G loss: -65.401276]\n",
      "[Epoch 28/200] [Batch 505/938] [D loss: -8.601982] [G loss: -62.875389]\n",
      "[Epoch 28/200] [Batch 510/938] [D loss: -8.541939] [G loss: -68.789047]\n",
      "[Epoch 28/200] [Batch 515/938] [D loss: -11.508976] [G loss: -58.457092]\n",
      "[Epoch 28/200] [Batch 520/938] [D loss: -8.857418] [G loss: -62.418678]\n",
      "[Epoch 28/200] [Batch 525/938] [D loss: -7.831795] [G loss: -60.432735]\n",
      "[Epoch 28/200] [Batch 530/938] [D loss: -11.278217] [G loss: -57.880692]\n",
      "[Epoch 28/200] [Batch 535/938] [D loss: -10.813519] [G loss: -51.596634]\n",
      "[Epoch 28/200] [Batch 540/938] [D loss: -11.674294] [G loss: -51.395111]\n",
      "[Epoch 28/200] [Batch 545/938] [D loss: -8.695004] [G loss: -51.817101]\n",
      "[Epoch 28/200] [Batch 550/938] [D loss: -8.832947] [G loss: -54.620056]\n",
      "[Epoch 28/200] [Batch 555/938] [D loss: -12.212276] [G loss: -51.501198]\n",
      "[Epoch 28/200] [Batch 560/938] [D loss: -10.673603] [G loss: -46.480190]\n",
      "[Epoch 28/200] [Batch 565/938] [D loss: -11.004318] [G loss: -46.634624]\n",
      "[Epoch 28/200] [Batch 570/938] [D loss: -10.263378] [G loss: -47.626335]\n",
      "[Epoch 28/200] [Batch 575/938] [D loss: -10.351479] [G loss: -47.023975]\n",
      "[Epoch 28/200] [Batch 580/938] [D loss: -11.123173] [G loss: -43.717297]\n",
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      "[Epoch 28/200] [Batch 590/938] [D loss: -10.855167] [G loss: -46.017220]\n",
      "[Epoch 28/200] [Batch 595/938] [D loss: -9.919834] [G loss: -47.413857]\n",
      "[Epoch 28/200] [Batch 600/938] [D loss: -11.712158] [G loss: -52.356895]\n",
      "[Epoch 28/200] [Batch 605/938] [D loss: -9.754139] [G loss: -61.423496]\n",
      "[Epoch 28/200] [Batch 610/938] [D loss: -10.451088] [G loss: -69.195152]\n",
      "[Epoch 28/200] [Batch 615/938] [D loss: -5.729301] [G loss: -74.024765]\n",
      "[Epoch 28/200] [Batch 620/938] [D loss: -10.106468] [G loss: -70.617256]\n",
      "[Epoch 28/200] [Batch 625/938] [D loss: -7.498825] [G loss: -68.328590]\n",
      "[Epoch 28/200] [Batch 630/938] [D loss: -8.852867] [G loss: -70.848892]\n",
      "[Epoch 28/200] [Batch 635/938] [D loss: -9.010651] [G loss: -70.588585]\n",
      "[Epoch 28/200] [Batch 640/938] [D loss: -8.656136] [G loss: -66.922630]\n",
      "[Epoch 28/200] [Batch 645/938] [D loss: -8.983665] [G loss: -65.512711]\n",
      "[Epoch 28/200] [Batch 650/938] [D loss: -9.168945] [G loss: -61.261452]\n",
      "[Epoch 28/200] [Batch 655/938] [D loss: -9.291389] [G loss: -61.536003]\n",
      "[Epoch 28/200] [Batch 660/938] [D loss: -8.844849] [G loss: -56.897522]\n",
      "[Epoch 28/200] [Batch 665/938] [D loss: -7.503334] [G loss: -67.538628]\n",
      "[Epoch 28/200] [Batch 670/938] [D loss: -9.475220] [G loss: -62.760220]\n",
      "[Epoch 28/200] [Batch 675/938] [D loss: -9.058090] [G loss: -56.965271]\n",
      "[Epoch 28/200] [Batch 680/938] [D loss: -8.829151] [G loss: -53.139011]\n",
      "[Epoch 28/200] [Batch 685/938] [D loss: -6.381851] [G loss: -53.858318]\n",
      "[Epoch 28/200] [Batch 690/938] [D loss: -9.005955] [G loss: -54.628586]\n",
      "[Epoch 28/200] [Batch 695/938] [D loss: -9.929810] [G loss: -44.871796]\n",
      "[Epoch 28/200] [Batch 700/938] [D loss: -6.463703] [G loss: -42.839363]\n",
      "[Epoch 28/200] [Batch 705/938] [D loss: -10.707310] [G loss: -37.194736]\n",
      "[Epoch 28/200] [Batch 710/938] [D loss: -7.691128] [G loss: -36.136517]\n",
      "[Epoch 28/200] [Batch 715/938] [D loss: -9.185646] [G loss: -29.181202]\n",
      "[Epoch 28/200] [Batch 720/938] [D loss: -10.998470] [G loss: -25.950548]\n",
      "[Epoch 28/200] [Batch 725/938] [D loss: -6.906439] [G loss: -28.135433]\n",
      "[Epoch 28/200] [Batch 730/938] [D loss: -10.937653] [G loss: -22.877541]\n",
      "[Epoch 28/200] [Batch 735/938] [D loss: -10.577589] [G loss: -17.169910]\n",
      "[Epoch 28/200] [Batch 740/938] [D loss: -9.413328] [G loss: -17.182447]\n",
      "[Epoch 28/200] [Batch 745/938] [D loss: -6.310690] [G loss: -24.238676]\n",
      "[Epoch 28/200] [Batch 750/938] [D loss: -9.003420] [G loss: -23.873716]\n",
      "[Epoch 28/200] [Batch 755/938] [D loss: -10.390774] [G loss: -24.092392]\n",
      "[Epoch 28/200] [Batch 760/938] [D loss: -6.405788] [G loss: -30.431707]\n",
      "[Epoch 28/200] [Batch 765/938] [D loss: -7.943642] [G loss: -33.612606]\n",
      "[Epoch 28/200] [Batch 770/938] [D loss: -8.004261] [G loss: -35.298988]\n",
      "[Epoch 28/200] [Batch 775/938] [D loss: -9.354637] [G loss: -33.565411]\n",
      "[Epoch 28/200] [Batch 780/938] [D loss: -8.990208] [G loss: -32.027336]\n",
      "[Epoch 28/200] [Batch 785/938] [D loss: -8.242113] [G loss: -33.139194]\n",
      "[Epoch 28/200] [Batch 790/938] [D loss: -12.537254] [G loss: -24.344852]\n",
      "[Epoch 28/200] [Batch 795/938] [D loss: -12.294537] [G loss: -17.057104]\n",
      "[Epoch 28/200] [Batch 800/938] [D loss: -9.783877] [G loss: -17.108391]\n",
      "[Epoch 28/200] [Batch 805/938] [D loss: -7.766313] [G loss: -17.581440]\n",
      "[Epoch 28/200] [Batch 810/938] [D loss: -9.902098] [G loss: -11.657403]\n",
      "[Epoch 28/200] [Batch 815/938] [D loss: -11.543270] [G loss: -15.616399]\n",
      "[Epoch 28/200] [Batch 820/938] [D loss: -8.242352] [G loss: -14.793787]\n",
      "[Epoch 28/200] [Batch 825/938] [D loss: -11.377604] [G loss: -17.512838]\n",
      "[Epoch 28/200] [Batch 830/938] [D loss: -9.058893] [G loss: -10.744456]\n",
      "[Epoch 28/200] [Batch 835/938] [D loss: -11.007868] [G loss: -9.240667]\n",
      "[Epoch 28/200] [Batch 840/938] [D loss: -9.470407] [G loss: -10.235655]\n",
      "[Epoch 28/200] [Batch 845/938] [D loss: -10.980873] [G loss: -12.777937]\n",
      "[Epoch 28/200] [Batch 850/938] [D loss: -8.095807] [G loss: -4.974290]\n",
      "[Epoch 28/200] [Batch 855/938] [D loss: -8.309702] [G loss: -5.107241]\n",
      "[Epoch 28/200] [Batch 860/938] [D loss: -8.332504] [G loss: 1.003060]\n",
      "[Epoch 28/200] [Batch 865/938] [D loss: -8.846529] [G loss: -1.853850]\n",
      "[Epoch 28/200] [Batch 870/938] [D loss: -7.797447] [G loss: 2.387676]\n",
      "[Epoch 28/200] [Batch 875/938] [D loss: -10.056065] [G loss: -1.088528]\n",
      "[Epoch 28/200] [Batch 880/938] [D loss: -7.024489] [G loss: 1.980506]\n",
      "[Epoch 28/200] [Batch 885/938] [D loss: -8.791504] [G loss: 6.166611]\n",
      "[Epoch 28/200] [Batch 890/938] [D loss: -7.026891] [G loss: 13.296361]\n",
      "[Epoch 28/200] [Batch 895/938] [D loss: -10.612508] [G loss: 19.119835]\n",
      "[Epoch 28/200] [Batch 900/938] [D loss: -9.757723] [G loss: 21.528790]\n",
      "[Epoch 28/200] [Batch 905/938] [D loss: -11.019120] [G loss: 20.060192]\n",
      "[Epoch 28/200] [Batch 910/938] [D loss: -9.237826] [G loss: 22.799595]\n",
      "[Epoch 28/200] [Batch 915/938] [D loss: -6.674236] [G loss: 19.188793]\n",
      "[Epoch 28/200] [Batch 920/938] [D loss: -12.756031] [G loss: 30.813946]\n",
      "[Epoch 28/200] [Batch 925/938] [D loss: -10.125021] [G loss: 32.901688]\n",
      "[Epoch 28/200] [Batch 930/938] [D loss: -10.325798] [G loss: 36.584396]\n",
      "[Epoch 28/200] [Batch 935/938] [D loss: -9.808796] [G loss: 39.366577]\n",
      "[Epoch 29/200] [Batch 0/938] [D loss: -10.568794] [G loss: 36.401733]\n",
      "[Epoch 29/200] [Batch 5/938] [D loss: -10.892506] [G loss: 35.015030]\n",
      "[Epoch 29/200] [Batch 10/938] [D loss: -9.511301] [G loss: 38.510902]\n",
      "[Epoch 29/200] [Batch 15/938] [D loss: -12.170393] [G loss: 39.705143]\n",
      "[Epoch 29/200] [Batch 20/938] [D loss: -7.580780] [G loss: 42.731583]\n",
      "[Epoch 29/200] [Batch 25/938] [D loss: -11.522539] [G loss: 41.867939]\n",
      "[Epoch 29/200] [Batch 30/938] [D loss: -10.231853] [G loss: 39.138519]\n",
      "[Epoch 29/200] [Batch 35/938] [D loss: -8.956457] [G loss: 34.754036]\n",
      "[Epoch 29/200] [Batch 40/938] [D loss: -10.855501] [G loss: 34.957554]\n",
      "[Epoch 29/200] [Batch 45/938] [D loss: -9.059120] [G loss: 26.981075]\n",
      "[Epoch 29/200] [Batch 50/938] [D loss: -10.641511] [G loss: 18.357693]\n",
      "[Epoch 29/200] [Batch 55/938] [D loss: -10.490246] [G loss: 15.217132]\n",
      "[Epoch 29/200] [Batch 60/938] [D loss: -10.603729] [G loss: 7.031491]\n",
      "[Epoch 29/200] [Batch 65/938] [D loss: -11.446342] [G loss: 4.876191]\n",
      "[Epoch 29/200] [Batch 70/938] [D loss: -9.877479] [G loss: -0.159353]\n",
      "[Epoch 29/200] [Batch 75/938] [D loss: -10.050346] [G loss: 0.087702]\n",
      "[Epoch 29/200] [Batch 80/938] [D loss: -10.115993] [G loss: 3.077080]\n",
      "[Epoch 29/200] [Batch 85/938] [D loss: -9.645302] [G loss: 8.563209]\n",
      "[Epoch 29/200] [Batch 90/938] [D loss: -13.323494] [G loss: 4.423323]\n",
      "[Epoch 29/200] [Batch 95/938] [D loss: -11.173093] [G loss: 9.656229]\n",
      "[Epoch 29/200] [Batch 100/938] [D loss: -9.374702] [G loss: 13.998423]\n",
      "[Epoch 29/200] [Batch 105/938] [D loss: -9.829618] [G loss: 27.761353]\n",
      "[Epoch 29/200] [Batch 110/938] [D loss: -11.774426] [G loss: 26.699091]\n",
      "[Epoch 29/200] [Batch 115/938] [D loss: -8.514917] [G loss: 32.528336]\n",
      "[Epoch 29/200] [Batch 120/938] [D loss: -10.655920] [G loss: 36.642380]\n",
      "[Epoch 29/200] [Batch 125/938] [D loss: -9.075357] [G loss: 46.108166]\n",
      "[Epoch 29/200] [Batch 130/938] [D loss: -9.795414] [G loss: 57.171448]\n",
      "[Epoch 29/200] [Batch 135/938] [D loss: -12.470333] [G loss: 57.411949]\n",
      "[Epoch 29/200] [Batch 140/938] [D loss: -12.449787] [G loss: 63.687702]\n",
      "[Epoch 29/200] [Batch 145/938] [D loss: -11.926414] [G loss: 69.051834]\n",
      "[Epoch 29/200] [Batch 150/938] [D loss: -13.727028] [G loss: 74.826050]\n",
      "[Epoch 29/200] [Batch 155/938] [D loss: -11.897438] [G loss: 76.495186]\n",
      "[Epoch 29/200] [Batch 160/938] [D loss: -13.663857] [G loss: 82.921173]\n",
      "[Epoch 29/200] [Batch 165/938] [D loss: -12.220322] [G loss: 88.427650]\n",
      "[Epoch 29/200] [Batch 170/938] [D loss: -11.215736] [G loss: 92.965569]\n",
      "[Epoch 29/200] [Batch 175/938] [D loss: -15.795799] [G loss: 96.253304]\n",
      "[Epoch 29/200] [Batch 180/938] [D loss: -13.789093] [G loss: 97.776459]\n",
      "[Epoch 29/200] [Batch 185/938] [D loss: -11.116127] [G loss: 97.275314]\n",
      "[Epoch 29/200] [Batch 190/938] [D loss: -12.052612] [G loss: 96.038826]\n",
      "[Epoch 29/200] [Batch 195/938] [D loss: -12.741768] [G loss: 101.066948]\n",
      "[Epoch 29/200] [Batch 200/938] [D loss: -15.751038] [G loss: 107.118713]\n",
      "[Epoch 29/200] [Batch 205/938] [D loss: -14.995209] [G loss: 109.739655]\n",
      "[Epoch 29/200] [Batch 210/938] [D loss: -14.792404] [G loss: 102.854279]\n",
      "[Epoch 29/200] [Batch 215/938] [D loss: -10.209831] [G loss: 94.009186]\n",
      "[Epoch 29/200] [Batch 220/938] [D loss: -13.562958] [G loss: 90.987106]\n",
      "[Epoch 29/200] [Batch 225/938] [D loss: -11.529411] [G loss: 81.977158]\n",
      "[Epoch 29/200] [Batch 230/938] [D loss: -14.324959] [G loss: 73.191086]\n",
      "[Epoch 29/200] [Batch 235/938] [D loss: -11.491928] [G loss: 68.776848]\n",
      "[Epoch 29/200] [Batch 240/938] [D loss: -9.388008] [G loss: 61.863194]\n",
      "[Epoch 29/200] [Batch 245/938] [D loss: -14.815708] [G loss: 61.792358]\n",
      "[Epoch 29/200] [Batch 250/938] [D loss: -14.192913] [G loss: 62.777016]\n",
      "[Epoch 29/200] [Batch 255/938] [D loss: -12.867374] [G loss: 55.679607]\n",
      "[Epoch 29/200] [Batch 260/938] [D loss: -10.671173] [G loss: 54.898773]\n",
      "[Epoch 29/200] [Batch 265/938] [D loss: -11.916615] [G loss: 48.735291]\n",
      "[Epoch 29/200] [Batch 270/938] [D loss: -12.618599] [G loss: 50.635612]\n",
      "[Epoch 29/200] [Batch 275/938] [D loss: -12.447727] [G loss: 42.578449]\n",
      "[Epoch 29/200] [Batch 280/938] [D loss: -12.830677] [G loss: 48.168556]\n",
      "[Epoch 29/200] [Batch 285/938] [D loss: -13.174400] [G loss: 50.999622]\n",
      "[Epoch 29/200] [Batch 290/938] [D loss: -12.743500] [G loss: 54.784657]\n",
      "[Epoch 29/200] [Batch 295/938] [D loss: -13.841492] [G loss: 54.916985]\n",
      "[Epoch 29/200] [Batch 300/938] [D loss: -14.228790] [G loss: 57.964657]\n",
      "[Epoch 29/200] [Batch 305/938] [D loss: -14.009033] [G loss: 60.511723]\n",
      "[Epoch 29/200] [Batch 310/938] [D loss: -12.289673] [G loss: 64.187263]\n",
      "[Epoch 29/200] [Batch 315/938] [D loss: -12.135681] [G loss: 64.870651]\n",
      "[Epoch 29/200] [Batch 320/938] [D loss: -11.213390] [G loss: 65.143631]\n",
      "[Epoch 29/200] [Batch 325/938] [D loss: -13.810867] [G loss: 79.900108]\n",
      "[Epoch 29/200] [Batch 330/938] [D loss: -13.140591] [G loss: 73.401344]\n",
      "[Epoch 29/200] [Batch 335/938] [D loss: -14.404716] [G loss: 81.512039]\n",
      "[Epoch 29/200] [Batch 340/938] [D loss: -10.787338] [G loss: 81.896378]\n",
      "[Epoch 29/200] [Batch 345/938] [D loss: -10.106766] [G loss: 86.903297]\n",
      "[Epoch 29/200] [Batch 350/938] [D loss: -14.123634] [G loss: 91.515244]\n",
      "[Epoch 29/200] [Batch 355/938] [D loss: -12.586761] [G loss: 100.519814]\n",
      "[Epoch 29/200] [Batch 360/938] [D loss: -10.245720] [G loss: 107.462463]\n",
      "[Epoch 29/200] [Batch 365/938] [D loss: -12.007050] [G loss: 112.110809]\n",
      "[Epoch 29/200] [Batch 370/938] [D loss: -13.966911] [G loss: 116.452545]\n",
      "[Epoch 29/200] [Batch 375/938] [D loss: -11.580734] [G loss: 122.900627]\n",
      "[Epoch 29/200] [Batch 380/938] [D loss: -10.013519] [G loss: 123.194016]\n",
      "[Epoch 29/200] [Batch 385/938] [D loss: -9.445602] [G loss: 126.972939]\n",
      "[Epoch 29/200] [Batch 390/938] [D loss: -9.708405] [G loss: 128.680893]\n",
      "[Epoch 29/200] [Batch 395/938] [D loss: -14.675964] [G loss: 129.622131]\n",
      "[Epoch 29/200] [Batch 400/938] [D loss: -10.962242] [G loss: 133.014252]\n",
      "[Epoch 29/200] [Batch 405/938] [D loss: -11.036362] [G loss: 134.416779]\n",
      "[Epoch 29/200] [Batch 410/938] [D loss: -9.171463] [G loss: 134.085068]\n",
      "[Epoch 29/200] [Batch 415/938] [D loss: -11.311264] [G loss: 131.733734]\n",
      "[Epoch 29/200] [Batch 420/938] [D loss: -12.159988] [G loss: 132.726532]\n",
      "[Epoch 29/200] [Batch 425/938] [D loss: -12.433907] [G loss: 137.029053]\n",
      "[Epoch 29/200] [Batch 430/938] [D loss: -9.382225] [G loss: 132.908066]\n",
      "[Epoch 29/200] [Batch 435/938] [D loss: -11.514816] [G loss: 140.776489]\n",
      "[Epoch 29/200] [Batch 440/938] [D loss: -10.319038] [G loss: 134.463211]\n",
      "[Epoch 29/200] [Batch 445/938] [D loss: -11.241676] [G loss: 134.219986]\n",
      "[Epoch 29/200] [Batch 450/938] [D loss: -9.091820] [G loss: 132.697449]\n",
      "[Epoch 29/200] [Batch 455/938] [D loss: -12.306755] [G loss: 124.488304]\n",
      "[Epoch 29/200] [Batch 460/938] [D loss: -11.353996] [G loss: 126.844116]\n",
      "[Epoch 29/200] [Batch 465/938] [D loss: -13.777542] [G loss: 131.798569]\n",
      "[Epoch 29/200] [Batch 470/938] [D loss: -12.561623] [G loss: 131.660934]\n",
      "[Epoch 29/200] [Batch 475/938] [D loss: -9.408577] [G loss: 120.424347]\n",
      "[Epoch 29/200] [Batch 480/938] [D loss: -11.106964] [G loss: 119.889908]\n",
      "[Epoch 29/200] [Batch 485/938] [D loss: -12.309135] [G loss: 129.793045]\n",
      "[Epoch 29/200] [Batch 490/938] [D loss: -11.472641] [G loss: 136.498734]\n",
      "[Epoch 29/200] [Batch 495/938] [D loss: -11.959679] [G loss: 137.007812]\n",
      "[Epoch 29/200] [Batch 500/938] [D loss: -12.701660] [G loss: 131.442200]\n",
      "[Epoch 29/200] [Batch 505/938] [D loss: -11.312370] [G loss: 138.277466]\n",
      "[Epoch 29/200] [Batch 510/938] [D loss: -12.723251] [G loss: 134.833069]\n",
      "[Epoch 29/200] [Batch 515/938] [D loss: -9.618683] [G loss: 129.191162]\n",
      "[Epoch 29/200] [Batch 520/938] [D loss: -11.093216] [G loss: 128.179016]\n",
      "[Epoch 29/200] [Batch 525/938] [D loss: -11.541595] [G loss: 126.685471]\n",
      "[Epoch 29/200] [Batch 530/938] [D loss: -8.465584] [G loss: 121.981010]\n",
      "[Epoch 29/200] [Batch 535/938] [D loss: -8.820831] [G loss: 121.920959]\n",
      "[Epoch 29/200] [Batch 540/938] [D loss: -10.091118] [G loss: 122.305321]\n",
      "[Epoch 29/200] [Batch 545/938] [D loss: -11.051598] [G loss: 116.061249]\n",
      "[Epoch 29/200] [Batch 550/938] [D loss: -11.883972] [G loss: 123.469894]\n",
      "[Epoch 29/200] [Batch 555/938] [D loss: -12.410248] [G loss: 124.936462]\n",
      "[Epoch 29/200] [Batch 560/938] [D loss: -9.489227] [G loss: 120.990257]\n",
      "[Epoch 29/200] [Batch 565/938] [D loss: -12.771576] [G loss: 114.167641]\n",
      "[Epoch 29/200] [Batch 570/938] [D loss: -12.319084] [G loss: 114.388229]\n",
      "[Epoch 29/200] [Batch 575/938] [D loss: -8.858818] [G loss: 103.576874]\n",
      "[Epoch 29/200] [Batch 580/938] [D loss: -10.269485] [G loss: 99.935577]\n",
      "[Epoch 29/200] [Batch 585/938] [D loss: -7.889313] [G loss: 94.164177]\n",
      "[Epoch 29/200] [Batch 590/938] [D loss: -9.825935] [G loss: 95.744690]\n",
      "[Epoch 29/200] [Batch 595/938] [D loss: -7.071877] [G loss: 94.906647]\n",
      "[Epoch 29/200] [Batch 600/938] [D loss: -8.055771] [G loss: 84.459671]\n",
      "[Epoch 29/200] [Batch 605/938] [D loss: -10.291588] [G loss: 81.223351]\n",
      "[Epoch 29/200] [Batch 610/938] [D loss: -9.590630] [G loss: 76.406906]\n",
      "[Epoch 29/200] [Batch 615/938] [D loss: -7.966179] [G loss: 76.392113]\n",
      "[Epoch 29/200] [Batch 620/938] [D loss: -9.842518] [G loss: 73.574409]\n",
      "[Epoch 29/200] [Batch 625/938] [D loss: -11.768188] [G loss: 67.936188]\n",
      "[Epoch 29/200] [Batch 630/938] [D loss: -11.638885] [G loss: 67.491539]\n",
      "[Epoch 29/200] [Batch 635/938] [D loss: -10.767036] [G loss: 67.295502]\n",
      "[Epoch 29/200] [Batch 640/938] [D loss: -7.206650] [G loss: 73.419601]\n",
      "[Epoch 29/200] [Batch 645/938] [D loss: -7.681755] [G loss: 68.171547]\n",
      "[Epoch 29/200] [Batch 650/938] [D loss: -6.607944] [G loss: 65.319183]\n",
      "[Epoch 29/200] [Batch 655/938] [D loss: -8.428837] [G loss: 57.795181]\n",
      "[Epoch 29/200] [Batch 660/938] [D loss: -10.329491] [G loss: 57.082027]\n",
      "[Epoch 29/200] [Batch 665/938] [D loss: -9.551025] [G loss: 53.212265]\n",
      "[Epoch 29/200] [Batch 670/938] [D loss: -11.021385] [G loss: 54.998524]\n",
      "[Epoch 29/200] [Batch 675/938] [D loss: -11.468895] [G loss: 52.588654]\n",
      "[Epoch 29/200] [Batch 680/938] [D loss: -11.657207] [G loss: 37.819771]\n",
      "[Epoch 29/200] [Batch 685/938] [D loss: -10.266603] [G loss: 34.043758]\n",
      "[Epoch 29/200] [Batch 690/938] [D loss: -10.927460] [G loss: 31.389803]\n",
      "[Epoch 29/200] [Batch 695/938] [D loss: -12.428720] [G loss: 27.609922]\n",
      "[Epoch 29/200] [Batch 700/938] [D loss: -10.452731] [G loss: 20.200047]\n",
      "[Epoch 29/200] [Batch 705/938] [D loss: -12.870764] [G loss: 27.818390]\n",
      "[Epoch 29/200] [Batch 710/938] [D loss: -10.358711] [G loss: 20.277014]\n",
      "[Epoch 29/200] [Batch 715/938] [D loss: -9.883498] [G loss: 19.618896]\n",
      "[Epoch 29/200] [Batch 720/938] [D loss: -11.543493] [G loss: 24.133942]\n",
      "[Epoch 29/200] [Batch 725/938] [D loss: -11.213501] [G loss: 22.100859]\n",
      "[Epoch 29/200] [Batch 730/938] [D loss: -13.619291] [G loss: 19.790949]\n",
      "[Epoch 29/200] [Batch 735/938] [D loss: -13.137538] [G loss: 18.872658]\n",
      "[Epoch 29/200] [Batch 740/938] [D loss: -11.268369] [G loss: 15.285176]\n",
      "[Epoch 29/200] [Batch 745/938] [D loss: -13.084887] [G loss: 13.722479]\n",
      "[Epoch 29/200] [Batch 750/938] [D loss: -10.965062] [G loss: 14.205578]\n",
      "[Epoch 29/200] [Batch 755/938] [D loss: -10.713975] [G loss: 11.127822]\n",
      "[Epoch 29/200] [Batch 760/938] [D loss: -11.091454] [G loss: 8.138966]\n",
      "[Epoch 29/200] [Batch 765/938] [D loss: -8.956696] [G loss: 7.460443]\n",
      "[Epoch 29/200] [Batch 770/938] [D loss: -10.625714] [G loss: 5.721824]\n",
      "[Epoch 29/200] [Batch 775/938] [D loss: -11.129026] [G loss: 9.661413]\n",
      "[Epoch 29/200] [Batch 780/938] [D loss: -11.660220] [G loss: 11.468564]\n",
      "[Epoch 29/200] [Batch 785/938] [D loss: -10.486206] [G loss: 5.393479]\n",
      "[Epoch 29/200] [Batch 790/938] [D loss: -9.084173] [G loss: -3.994219]\n",
      "[Epoch 29/200] [Batch 795/938] [D loss: -8.718723] [G loss: -5.630159]\n",
      "[Epoch 29/200] [Batch 800/938] [D loss: -9.805660] [G loss: -11.330759]\n",
      "[Epoch 29/200] [Batch 805/938] [D loss: -13.832226] [G loss: -11.842508]\n",
      "[Epoch 29/200] [Batch 810/938] [D loss: -12.539772] [G loss: -15.057581]\n",
      "[Epoch 29/200] [Batch 815/938] [D loss: -11.515713] [G loss: -10.229348]\n",
      "[Epoch 29/200] [Batch 820/938] [D loss: -12.688866] [G loss: -18.411097]\n",
      "[Epoch 29/200] [Batch 825/938] [D loss: -11.341345] [G loss: -19.078470]\n",
      "[Epoch 29/200] [Batch 830/938] [D loss: -13.345543] [G loss: -15.727100]\n",
      "[Epoch 29/200] [Batch 835/938] [D loss: -12.402219] [G loss: -12.206425]\n",
      "[Epoch 29/200] [Batch 840/938] [D loss: -14.347788] [G loss: -10.601475]\n",
      "[Epoch 29/200] [Batch 845/938] [D loss: -11.972075] [G loss: -17.763647]\n",
      "[Epoch 29/200] [Batch 850/938] [D loss: -9.838306] [G loss: -18.576283]\n",
      "[Epoch 29/200] [Batch 855/938] [D loss: -14.209412] [G loss: -26.017761]\n",
      "[Epoch 29/200] [Batch 860/938] [D loss: -12.226574] [G loss: -30.398605]\n",
      "[Epoch 29/200] [Batch 865/938] [D loss: -14.218401] [G loss: -27.659788]\n",
      "[Epoch 29/200] [Batch 870/938] [D loss: -13.892506] [G loss: -29.325577]\n",
      "[Epoch 29/200] [Batch 875/938] [D loss: -14.995832] [G loss: -20.624081]\n",
      "[Epoch 29/200] [Batch 880/938] [D loss: -12.369484] [G loss: -17.769960]\n",
      "[Epoch 29/200] [Batch 885/938] [D loss: -10.851524] [G loss: -24.821802]\n",
      "[Epoch 29/200] [Batch 890/938] [D loss: -14.951874] [G loss: -19.760273]\n",
      "[Epoch 29/200] [Batch 895/938] [D loss: -13.119974] [G loss: -23.366711]\n",
      "[Epoch 29/200] [Batch 900/938] [D loss: -13.257187] [G loss: -8.515782]\n",
      "[Epoch 29/200] [Batch 905/938] [D loss: -12.678530] [G loss: -7.780882]\n",
      "[Epoch 29/200] [Batch 910/938] [D loss: -9.957518] [G loss: -9.672066]\n",
      "[Epoch 29/200] [Batch 915/938] [D loss: -13.791269] [G loss: -8.932507]\n",
      "[Epoch 29/200] [Batch 920/938] [D loss: -12.587855] [G loss: -12.488727]\n",
      "[Epoch 29/200] [Batch 925/938] [D loss: -9.844379] [G loss: -17.924601]\n",
      "[Epoch 29/200] [Batch 930/938] [D loss: -14.505009] [G loss: -20.692924]\n",
      "[Epoch 29/200] [Batch 935/938] [D loss: -13.014965] [G loss: -17.413099]\n",
      "[Epoch 30/200] [Batch 0/938] [D loss: -9.259779] [G loss: -21.423061]\n",
      "[Epoch 30/200] [Batch 5/938] [D loss: -11.929811] [G loss: -22.356733]\n",
      "[Epoch 30/200] [Batch 10/938] [D loss: -12.238329] [G loss: -25.297989]\n",
      "[Epoch 30/200] [Batch 15/938] [D loss: -13.801615] [G loss: -27.041441]\n",
      "[Epoch 30/200] [Batch 20/938] [D loss: -13.598713] [G loss: -38.301651]\n",
      "[Epoch 30/200] [Batch 25/938] [D loss: -13.295181] [G loss: -46.133324]\n",
      "[Epoch 30/200] [Batch 30/938] [D loss: -15.007187] [G loss: -49.309525]\n",
      "[Epoch 30/200] [Batch 35/938] [D loss: -11.128159] [G loss: -43.734337]\n",
      "[Epoch 30/200] [Batch 40/938] [D loss: -12.291027] [G loss: -46.242619]\n",
      "[Epoch 30/200] [Batch 45/938] [D loss: -10.419430] [G loss: -49.142338]\n",
      "[Epoch 30/200] [Batch 50/938] [D loss: -11.676815] [G loss: -53.196178]\n",
      "[Epoch 30/200] [Batch 55/938] [D loss: -9.970722] [G loss: -51.651020]\n",
      "[Epoch 30/200] [Batch 60/938] [D loss: -8.052277] [G loss: -53.890167]\n",
      "[Epoch 30/200] [Batch 65/938] [D loss: -12.823719] [G loss: -53.828629]\n",
      "[Epoch 30/200] [Batch 70/938] [D loss: -13.372772] [G loss: -52.363476]\n",
      "[Epoch 30/200] [Batch 75/938] [D loss: -13.436558] [G loss: -46.249912]\n",
      "[Epoch 30/200] [Batch 80/938] [D loss: -10.203693] [G loss: -51.269798]\n",
      "[Epoch 30/200] [Batch 85/938] [D loss: -12.091373] [G loss: -47.022820]\n",
      "[Epoch 30/200] [Batch 90/938] [D loss: -11.423168] [G loss: -46.882778]\n",
      "[Epoch 30/200] [Batch 95/938] [D loss: -11.065926] [G loss: -41.383316]\n",
      "[Epoch 30/200] [Batch 100/938] [D loss: -10.923603] [G loss: -47.731731]\n",
      "[Epoch 30/200] [Batch 105/938] [D loss: -11.538902] [G loss: -49.612343]\n",
      "[Epoch 30/200] [Batch 110/938] [D loss: -11.639469] [G loss: -45.804951]\n",
      "[Epoch 30/200] [Batch 115/938] [D loss: -11.509029] [G loss: -46.537270]\n",
      "[Epoch 30/200] [Batch 120/938] [D loss: -12.433624] [G loss: -49.494968]\n",
      "[Epoch 30/200] [Batch 125/938] [D loss: -11.800980] [G loss: -50.565018]\n",
      "[Epoch 30/200] [Batch 130/938] [D loss: -13.277901] [G loss: -50.709675]\n",
      "[Epoch 30/200] [Batch 135/938] [D loss: -10.244240] [G loss: -50.984837]\n",
      "[Epoch 30/200] [Batch 140/938] [D loss: -10.683491] [G loss: -55.028873]\n",
      "[Epoch 30/200] [Batch 145/938] [D loss: -11.139462] [G loss: -52.760056]\n",
      "[Epoch 30/200] [Batch 150/938] [D loss: -12.389050] [G loss: -46.970627]\n",
      "[Epoch 30/200] [Batch 155/938] [D loss: -14.807392] [G loss: -41.815239]\n",
      "[Epoch 30/200] [Batch 160/938] [D loss: -13.063404] [G loss: -45.474537]\n",
      "[Epoch 30/200] [Batch 165/938] [D loss: -12.642216] [G loss: -34.035297]\n",
      "[Epoch 30/200] [Batch 170/938] [D loss: -11.826183] [G loss: -35.484375]\n",
      "[Epoch 30/200] [Batch 175/938] [D loss: -14.186779] [G loss: -34.582230]\n",
      "[Epoch 30/200] [Batch 180/938] [D loss: -12.770260] [G loss: -42.306629]\n",
      "[Epoch 30/200] [Batch 185/938] [D loss: -12.000599] [G loss: -47.674919]\n",
      "[Epoch 30/200] [Batch 190/938] [D loss: -12.250942] [G loss: -41.700134]\n",
      "[Epoch 30/200] [Batch 195/938] [D loss: -12.045677] [G loss: -50.566837]\n",
      "[Epoch 30/200] [Batch 200/938] [D loss: -11.040638] [G loss: -39.552155]\n",
      "[Epoch 30/200] [Batch 205/938] [D loss: -11.997631] [G loss: -41.997963]\n",
      "[Epoch 30/200] [Batch 210/938] [D loss: -10.455910] [G loss: -44.647476]\n",
      "[Epoch 30/200] [Batch 215/938] [D loss: -13.002052] [G loss: -51.831436]\n",
      "[Epoch 30/200] [Batch 220/938] [D loss: -15.164185] [G loss: -59.393227]\n",
      "[Epoch 30/200] [Batch 225/938] [D loss: -12.875549] [G loss: -60.046432]\n",
      "[Epoch 30/200] [Batch 230/938] [D loss: -10.214546] [G loss: -67.903236]\n",
      "[Epoch 30/200] [Batch 235/938] [D loss: -13.133049] [G loss: -65.841682]\n",
      "[Epoch 30/200] [Batch 240/938] [D loss: -11.541313] [G loss: -69.569153]\n",
      "[Epoch 30/200] [Batch 245/938] [D loss: -11.666885] [G loss: -72.468803]\n",
      "[Epoch 30/200] [Batch 250/938] [D loss: -13.242302] [G loss: -78.002960]\n",
      "[Epoch 30/200] [Batch 255/938] [D loss: -13.872673] [G loss: -73.086914]\n",
      "[Epoch 30/200] [Batch 260/938] [D loss: -14.698242] [G loss: -81.661209]\n",
      "[Epoch 30/200] [Batch 265/938] [D loss: -14.500473] [G loss: -84.060951]\n",
      "[Epoch 30/200] [Batch 270/938] [D loss: -14.388329] [G loss: -87.390869]\n",
      "[Epoch 30/200] [Batch 275/938] [D loss: -12.756119] [G loss: -79.312241]\n",
      "[Epoch 30/200] [Batch 280/938] [D loss: -15.644394] [G loss: -74.442879]\n",
      "[Epoch 30/200] [Batch 285/938] [D loss: -14.018875] [G loss: -70.591324]\n",
      "[Epoch 30/200] [Batch 290/938] [D loss: -15.101471] [G loss: -72.611931]\n",
      "[Epoch 30/200] [Batch 295/938] [D loss: -14.849419] [G loss: -75.341530]\n",
      "[Epoch 30/200] [Batch 300/938] [D loss: -14.039452] [G loss: -70.889252]\n",
      "[Epoch 30/200] [Batch 305/938] [D loss: -15.114960] [G loss: -64.029755]\n",
      "[Epoch 30/200] [Batch 310/938] [D loss: -14.870857] [G loss: -70.410812]\n",
      "[Epoch 30/200] [Batch 315/938] [D loss: -15.052101] [G loss: -70.450676]\n",
      "[Epoch 30/200] [Batch 320/938] [D loss: -14.597137] [G loss: -64.842873]\n",
      "[Epoch 30/200] [Batch 325/938] [D loss: -13.169289] [G loss: -69.883316]\n",
      "[Epoch 30/200] [Batch 330/938] [D loss: -17.346565] [G loss: -67.344589]\n",
      "[Epoch 30/200] [Batch 335/938] [D loss: -13.774857] [G loss: -72.097038]\n",
      "[Epoch 30/200] [Batch 340/938] [D loss: -14.064140] [G loss: -67.623077]\n",
      "[Epoch 30/200] [Batch 345/938] [D loss: -14.115891] [G loss: -63.944401]\n",
      "[Epoch 30/200] [Batch 350/938] [D loss: -16.289642] [G loss: -57.440437]\n",
      "[Epoch 30/200] [Batch 355/938] [D loss: -14.193623] [G loss: -53.704258]\n",
      "[Epoch 30/200] [Batch 360/938] [D loss: -12.832607] [G loss: -49.556717]\n",
      "[Epoch 30/200] [Batch 365/938] [D loss: -12.185764] [G loss: -54.599926]\n",
      "[Epoch 30/200] [Batch 370/938] [D loss: -14.546402] [G loss: -50.532799]\n",
      "[Epoch 30/200] [Batch 375/938] [D loss: -12.804867] [G loss: -54.019577]\n",
      "[Epoch 30/200] [Batch 380/938] [D loss: -13.124763] [G loss: -51.642319]\n",
      "[Epoch 30/200] [Batch 385/938] [D loss: -12.554001] [G loss: -49.208561]\n",
      "[Epoch 30/200] [Batch 390/938] [D loss: -14.311996] [G loss: -46.869614]\n",
      "[Epoch 30/200] [Batch 395/938] [D loss: -10.040833] [G loss: -44.987263]\n",
      "[Epoch 30/200] [Batch 400/938] [D loss: -12.087723] [G loss: -44.427326]\n",
      "[Epoch 30/200] [Batch 405/938] [D loss: -13.283733] [G loss: -46.832413]\n",
      "[Epoch 30/200] [Batch 410/938] [D loss: -14.190372] [G loss: -48.043797]\n",
      "[Epoch 30/200] [Batch 415/938] [D loss: -14.848427] [G loss: -52.454014]\n",
      "[Epoch 30/200] [Batch 420/938] [D loss: -14.334709] [G loss: -57.872578]\n",
      "[Epoch 30/200] [Batch 425/938] [D loss: -14.328201] [G loss: -61.271725]\n",
      "[Epoch 30/200] [Batch 430/938] [D loss: -14.334969] [G loss: -71.896393]\n",
      "[Epoch 30/200] [Batch 435/938] [D loss: -12.954590] [G loss: -77.742073]\n",
      "[Epoch 30/200] [Batch 440/938] [D loss: -13.647888] [G loss: -77.924004]\n",
      "[Epoch 30/200] [Batch 445/938] [D loss: -14.789429] [G loss: -79.513992]\n",
      "[Epoch 30/200] [Batch 450/938] [D loss: -16.521072] [G loss: -80.901100]\n",
      "[Epoch 30/200] [Batch 455/938] [D loss: -11.625870] [G loss: -89.839119]\n",
      "[Epoch 30/200] [Batch 460/938] [D loss: -13.650703] [G loss: -97.345932]\n",
      "[Epoch 30/200] [Batch 465/938] [D loss: -14.775925] [G loss: -103.213570]\n",
      "[Epoch 30/200] [Batch 470/938] [D loss: -12.984261] [G loss: -106.091621]\n",
      "[Epoch 30/200] [Batch 475/938] [D loss: -14.035980] [G loss: -109.472145]\n",
      "[Epoch 30/200] [Batch 480/938] [D loss: -15.987679] [G loss: -111.417778]\n",
      "[Epoch 30/200] [Batch 485/938] [D loss: -13.666740] [G loss: -120.880943]\n",
      "[Epoch 30/200] [Batch 490/938] [D loss: -14.525330] [G loss: -123.773865]\n",
      "[Epoch 30/200] [Batch 495/938] [D loss: -10.359833] [G loss: -130.359711]\n",
      "[Epoch 30/200] [Batch 500/938] [D loss: -11.182144] [G loss: -128.722443]\n",
      "[Epoch 30/200] [Batch 505/938] [D loss: -9.581314] [G loss: -133.164413]\n",
      "[Epoch 30/200] [Batch 510/938] [D loss: -13.792953] [G loss: -130.339874]\n",
      "[Epoch 30/200] [Batch 515/938] [D loss: -14.482071] [G loss: -132.977020]\n",
      "[Epoch 30/200] [Batch 520/938] [D loss: -11.877136] [G loss: -135.979248]\n",
      "[Epoch 30/200] [Batch 525/938] [D loss: -9.991699] [G loss: -137.999405]\n",
      "[Epoch 30/200] [Batch 530/938] [D loss: -10.499527] [G loss: -138.724564]\n",
      "[Epoch 30/200] [Batch 535/938] [D loss: -11.342972] [G loss: -141.756256]\n",
      "[Epoch 30/200] [Batch 540/938] [D loss: -12.135101] [G loss: -132.224503]\n",
      "[Epoch 30/200] [Batch 545/938] [D loss: -14.452812] [G loss: -121.298706]\n",
      "[Epoch 30/200] [Batch 550/938] [D loss: -11.718964] [G loss: -121.641602]\n",
      "[Epoch 30/200] [Batch 555/938] [D loss: -12.751381] [G loss: -123.465820]\n",
      "[Epoch 30/200] [Batch 560/938] [D loss: -12.804604] [G loss: -123.201157]\n",
      "[Epoch 30/200] [Batch 565/938] [D loss: -11.171921] [G loss: -128.653229]\n",
      "[Epoch 30/200] [Batch 570/938] [D loss: -13.702660] [G loss: -124.552536]\n",
      "[Epoch 30/200] [Batch 575/938] [D loss: -10.675278] [G loss: -126.782806]\n",
      "[Epoch 30/200] [Batch 580/938] [D loss: -13.993378] [G loss: -116.370026]\n",
      "[Epoch 30/200] [Batch 585/938] [D loss: -12.084320] [G loss: -124.112534]\n",
      "[Epoch 30/200] [Batch 590/938] [D loss: -15.155632] [G loss: -119.351990]\n",
      "[Epoch 30/200] [Batch 595/938] [D loss: -10.716614] [G loss: -117.796692]\n",
      "[Epoch 30/200] [Batch 600/938] [D loss: -14.031158] [G loss: -109.781616]\n",
      "[Epoch 30/200] [Batch 605/938] [D loss: -11.330704] [G loss: -109.847549]\n",
      "[Epoch 30/200] [Batch 610/938] [D loss: -12.960747] [G loss: -117.277252]\n",
      "[Epoch 30/200] [Batch 615/938] [D loss: -11.971535] [G loss: -124.962250]\n",
      "[Epoch 30/200] [Batch 620/938] [D loss: -14.658257] [G loss: -122.675385]\n",
      "[Epoch 30/200] [Batch 625/938] [D loss: -13.652267] [G loss: -125.310280]\n",
      "[Epoch 30/200] [Batch 630/938] [D loss: -14.212952] [G loss: -127.010918]\n",
      "[Epoch 30/200] [Batch 635/938] [D loss: -12.309662] [G loss: -128.856461]\n",
      "[Epoch 30/200] [Batch 640/938] [D loss: -12.513885] [G loss: -132.065033]\n",
      "[Epoch 30/200] [Batch 645/938] [D loss: -15.380371] [G loss: -132.030518]\n",
      "[Epoch 30/200] [Batch 650/938] [D loss: -15.118240] [G loss: -136.292557]\n",
      "[Epoch 30/200] [Batch 655/938] [D loss: -14.142242] [G loss: -135.262924]\n",
      "[Epoch 30/200] [Batch 660/938] [D loss: -14.736862] [G loss: -137.498871]\n",
      "[Epoch 30/200] [Batch 665/938] [D loss: -14.728363] [G loss: -140.942093]\n",
      "[Epoch 30/200] [Batch 670/938] [D loss: -12.554337] [G loss: -143.724686]\n",
      "[Epoch 30/200] [Batch 675/938] [D loss: -17.534042] [G loss: -146.094818]\n",
      "[Epoch 30/200] [Batch 680/938] [D loss: -14.912430] [G loss: -142.383484]\n",
      "[Epoch 30/200] [Batch 685/938] [D loss: -16.720779] [G loss: -143.055679]\n",
      "[Epoch 30/200] [Batch 690/938] [D loss: -17.119553] [G loss: -149.483398]\n",
      "[Epoch 30/200] [Batch 695/938] [D loss: -13.856323] [G loss: -146.557297]\n",
      "[Epoch 30/200] [Batch 700/938] [D loss: -16.077377] [G loss: -142.682358]\n",
      "[Epoch 30/200] [Batch 705/938] [D loss: -18.199493] [G loss: -140.825745]\n",
      "[Epoch 30/200] [Batch 710/938] [D loss: -17.313980] [G loss: -143.778412]\n",
      "[Epoch 30/200] [Batch 715/938] [D loss: -15.066589] [G loss: -140.355286]\n",
      "[Epoch 30/200] [Batch 720/938] [D loss: -13.792740] [G loss: -139.100861]\n",
      "[Epoch 30/200] [Batch 725/938] [D loss: -16.288147] [G loss: -133.908813]\n",
      "[Epoch 30/200] [Batch 730/938] [D loss: -11.863770] [G loss: -132.979324]\n",
      "[Epoch 30/200] [Batch 735/938] [D loss: -10.453049] [G loss: -128.455368]\n",
      "[Epoch 30/200] [Batch 740/938] [D loss: -11.991806] [G loss: -125.511032]\n",
      "[Epoch 30/200] [Batch 745/938] [D loss: -14.386734] [G loss: -117.477829]\n",
      "[Epoch 30/200] [Batch 750/938] [D loss: -15.498642] [G loss: -114.616592]\n",
      "[Epoch 30/200] [Batch 755/938] [D loss: -15.108971] [G loss: -110.257408]\n",
      "[Epoch 30/200] [Batch 760/938] [D loss: -13.276855] [G loss: -102.927887]\n",
      "[Epoch 30/200] [Batch 765/938] [D loss: -12.387344] [G loss: -99.296188]\n",
      "[Epoch 30/200] [Batch 770/938] [D loss: -15.670029] [G loss: -89.046822]\n",
      "[Epoch 30/200] [Batch 775/938] [D loss: -12.291023] [G loss: -89.885765]\n",
      "[Epoch 30/200] [Batch 780/938] [D loss: -13.325638] [G loss: -82.694427]\n",
      "[Epoch 30/200] [Batch 785/938] [D loss: -16.602943] [G loss: -75.810928]\n",
      "[Epoch 30/200] [Batch 790/938] [D loss: -17.967049] [G loss: -72.390617]\n",
      "[Epoch 30/200] [Batch 795/938] [D loss: -15.946297] [G loss: -68.097977]\n",
      "[Epoch 30/200] [Batch 800/938] [D loss: -13.807442] [G loss: -64.956223]\n",
      "[Epoch 30/200] [Batch 805/938] [D loss: -15.844379] [G loss: -55.943630]\n",
      "[Epoch 30/200] [Batch 810/938] [D loss: -15.776760] [G loss: -58.085686]\n",
      "[Epoch 30/200] [Batch 815/938] [D loss: -17.606972] [G loss: -54.423271]\n",
      "[Epoch 30/200] [Batch 820/938] [D loss: -16.580105] [G loss: -56.984226]\n",
      "[Epoch 30/200] [Batch 825/938] [D loss: -14.827347] [G loss: -63.548458]\n",
      "[Epoch 30/200] [Batch 830/938] [D loss: -15.896362] [G loss: -73.047043]\n",
      "[Epoch 30/200] [Batch 835/938] [D loss: -12.237076] [G loss: -83.641472]\n",
      "[Epoch 30/200] [Batch 840/938] [D loss: -12.416481] [G loss: -89.067696]\n",
      "[Epoch 30/200] [Batch 845/938] [D loss: -15.726982] [G loss: -93.038376]\n",
      "[Epoch 30/200] [Batch 850/938] [D loss: -14.993706] [G loss: -94.801155]\n",
      "[Epoch 30/200] [Batch 855/938] [D loss: -17.855255] [G loss: -95.554276]\n",
      "[Epoch 30/200] [Batch 860/938] [D loss: -12.810356] [G loss: -94.575203]\n",
      "[Epoch 30/200] [Batch 865/938] [D loss: -11.646233] [G loss: -104.268768]\n",
      "[Epoch 30/200] [Batch 870/938] [D loss: -12.640663] [G loss: -103.201164]\n",
      "[Epoch 30/200] [Batch 875/938] [D loss: -16.556801] [G loss: -102.057167]\n",
      "[Epoch 30/200] [Batch 880/938] [D loss: -12.609634] [G loss: -106.340897]\n",
      "[Epoch 30/200] [Batch 885/938] [D loss: -11.301926] [G loss: -114.465736]\n",
      "[Epoch 30/200] [Batch 890/938] [D loss: -14.269226] [G loss: -112.393677]\n",
      "[Epoch 30/200] [Batch 895/938] [D loss: -9.873970] [G loss: -119.441803]\n",
      "[Epoch 30/200] [Batch 900/938] [D loss: -13.560196] [G loss: -110.038826]\n",
      "[Epoch 30/200] [Batch 905/938] [D loss: -13.370613] [G loss: -116.738022]\n",
      "[Epoch 30/200] [Batch 910/938] [D loss: -13.567291] [G loss: -121.041534]\n",
      "[Epoch 30/200] [Batch 915/938] [D loss: -13.146339] [G loss: -117.977020]\n",
      "[Epoch 30/200] [Batch 920/938] [D loss: -11.037460] [G loss: -113.179047]\n",
      "[Epoch 30/200] [Batch 925/938] [D loss: -12.579613] [G loss: -115.943001]\n",
      "[Epoch 30/200] [Batch 930/938] [D loss: -14.094398] [G loss: -109.746628]\n",
      "[Epoch 30/200] [Batch 935/938] [D loss: -11.022469] [G loss: -107.286346]\n",
      "[Epoch 31/200] [Batch 0/938] [D loss: -12.538620] [G loss: -104.235680]\n",
      "[Epoch 31/200] [Batch 5/938] [D loss: -9.982903] [G loss: -97.992271]\n",
      "[Epoch 31/200] [Batch 10/938] [D loss: -13.400078] [G loss: -84.014442]\n",
      "[Epoch 31/200] [Batch 15/938] [D loss: -12.525719] [G loss: -81.353630]\n",
      "[Epoch 31/200] [Batch 20/938] [D loss: -12.224792] [G loss: -76.046722]\n",
      "[Epoch 31/200] [Batch 25/938] [D loss: -12.550400] [G loss: -71.813583]\n",
      "[Epoch 31/200] [Batch 30/938] [D loss: -12.947433] [G loss: -62.998047]\n",
      "[Epoch 31/200] [Batch 35/938] [D loss: -13.079681] [G loss: -55.845505]\n",
      "[Epoch 31/200] [Batch 40/938] [D loss: -10.263359] [G loss: -49.754089]\n",
      "[Epoch 31/200] [Batch 45/938] [D loss: -12.114220] [G loss: -50.708069]\n",
      "[Epoch 31/200] [Batch 50/938] [D loss: -10.662457] [G loss: -48.088585]\n",
      "[Epoch 31/200] [Batch 55/938] [D loss: -11.597748] [G loss: -47.679363]\n",
      "[Epoch 31/200] [Batch 60/938] [D loss: -12.317822] [G loss: -46.963203]\n",
      "[Epoch 31/200] [Batch 65/938] [D loss: -10.746635] [G loss: -50.699852]\n",
      "[Epoch 31/200] [Batch 70/938] [D loss: -13.600418] [G loss: -52.981945]\n",
      "[Epoch 31/200] [Batch 75/938] [D loss: -10.065166] [G loss: -53.835613]\n",
      "[Epoch 31/200] [Batch 80/938] [D loss: -11.317368] [G loss: -51.498638]\n",
      "[Epoch 31/200] [Batch 85/938] [D loss: -10.115303] [G loss: -52.365433]\n",
      "[Epoch 31/200] [Batch 90/938] [D loss: -11.188931] [G loss: -44.698147]\n",
      "[Epoch 31/200] [Batch 95/938] [D loss: -14.022133] [G loss: -47.728291]\n",
      "[Epoch 31/200] [Batch 100/938] [D loss: -9.792175] [G loss: -45.344551]\n",
      "[Epoch 31/200] [Batch 105/938] [D loss: -7.871227] [G loss: -48.546448]\n",
      "[Epoch 31/200] [Batch 110/938] [D loss: -9.181160] [G loss: -47.671894]\n",
      "[Epoch 31/200] [Batch 115/938] [D loss: -9.836319] [G loss: -53.993900]\n",
      "[Epoch 31/200] [Batch 120/938] [D loss: -8.479092] [G loss: -60.822006]\n",
      "[Epoch 31/200] [Batch 125/938] [D loss: -11.225391] [G loss: -52.779472]\n",
      "[Epoch 31/200] [Batch 130/938] [D loss: -9.963608] [G loss: -58.002392]\n",
      "[Epoch 31/200] [Batch 135/938] [D loss: -11.072590] [G loss: -56.904324]\n",
      "[Epoch 31/200] [Batch 140/938] [D loss: -10.030281] [G loss: -67.025261]\n",
      "[Epoch 31/200] [Batch 145/938] [D loss: -6.847115] [G loss: -65.666191]\n",
      "[Epoch 31/200] [Batch 150/938] [D loss: -8.468163] [G loss: -70.498398]\n",
      "[Epoch 31/200] [Batch 155/938] [D loss: -7.198822] [G loss: -79.053040]\n",
      "[Epoch 31/200] [Batch 160/938] [D loss: -9.468750] [G loss: -84.296280]\n",
      "[Epoch 31/200] [Batch 165/938] [D loss: -7.166489] [G loss: -91.386223]\n",
      "[Epoch 31/200] [Batch 170/938] [D loss: -10.222610] [G loss: -90.172493]\n",
      "[Epoch 31/200] [Batch 175/938] [D loss: -10.362488] [G loss: -89.588379]\n",
      "[Epoch 31/200] [Batch 180/938] [D loss: -7.085800] [G loss: -88.632874]\n",
      "[Epoch 31/200] [Batch 185/938] [D loss: -8.772148] [G loss: -90.862785]\n",
      "[Epoch 31/200] [Batch 190/938] [D loss: -11.179451] [G loss: -91.395943]\n",
      "[Epoch 31/200] [Batch 195/938] [D loss: -7.662926] [G loss: -93.657654]\n",
      "[Epoch 31/200] [Batch 200/938] [D loss: -9.149872] [G loss: -85.517921]\n",
      "[Epoch 31/200] [Batch 205/938] [D loss: -8.361580] [G loss: -87.557762]\n",
      "[Epoch 31/200] [Batch 210/938] [D loss: -8.137222] [G loss: -79.816986]\n",
      "[Epoch 31/200] [Batch 215/938] [D loss: -6.650574] [G loss: -76.280342]\n",
      "[Epoch 31/200] [Batch 220/938] [D loss: -7.347626] [G loss: -73.486008]\n",
      "[Epoch 31/200] [Batch 225/938] [D loss: -7.155502] [G loss: -69.585419]\n",
      "[Epoch 31/200] [Batch 230/938] [D loss: -5.562096] [G loss: -73.608704]\n",
      "[Epoch 31/200] [Batch 235/938] [D loss: -7.053246] [G loss: -77.095032]\n",
      "[Epoch 31/200] [Batch 240/938] [D loss: -6.335091] [G loss: -72.361031]\n",
      "[Epoch 31/200] [Batch 245/938] [D loss: -5.024101] [G loss: -67.556183]\n",
      "[Epoch 31/200] [Batch 250/938] [D loss: -6.432823] [G loss: -64.160172]\n",
      "[Epoch 31/200] [Batch 255/938] [D loss: -7.161839] [G loss: -55.039536]\n",
      "[Epoch 31/200] [Batch 260/938] [D loss: -6.628174] [G loss: -47.439987]\n",
      "[Epoch 31/200] [Batch 265/938] [D loss: -9.239048] [G loss: -48.121944]\n",
      "[Epoch 31/200] [Batch 270/938] [D loss: -3.958080] [G loss: -48.503708]\n",
      "[Epoch 31/200] [Batch 275/938] [D loss: -8.671616] [G loss: -42.178825]\n",
      "[Epoch 31/200] [Batch 280/938] [D loss: -9.210655] [G loss: -39.953876]\n",
      "[Epoch 31/200] [Batch 285/938] [D loss: -7.224148] [G loss: -40.490028]\n",
      "[Epoch 31/200] [Batch 290/938] [D loss: -6.133217] [G loss: -43.730972]\n",
      "[Epoch 31/200] [Batch 295/938] [D loss: -7.150150] [G loss: -44.752014]\n",
      "[Epoch 31/200] [Batch 300/938] [D loss: -4.983257] [G loss: -38.775238]\n",
      "[Epoch 31/200] [Batch 305/938] [D loss: -8.611694] [G loss: -40.174305]\n",
      "[Epoch 31/200] [Batch 310/938] [D loss: -7.983856] [G loss: -43.986328]\n",
      "[Epoch 31/200] [Batch 315/938] [D loss: -7.307762] [G loss: -49.356575]\n",
      "[Epoch 31/200] [Batch 320/938] [D loss: -6.360752] [G loss: -44.662006]\n",
      "[Epoch 31/200] [Batch 325/938] [D loss: -7.197445] [G loss: -45.621914]\n",
      "[Epoch 31/200] [Batch 330/938] [D loss: -8.333351] [G loss: -43.029537]\n",
      "[Epoch 31/200] [Batch 335/938] [D loss: -6.534817] [G loss: -49.508492]\n",
      "[Epoch 31/200] [Batch 340/938] [D loss: -6.550335] [G loss: -54.916458]\n",
      "[Epoch 31/200] [Batch 345/938] [D loss: -8.779175] [G loss: -53.891701]\n",
      "[Epoch 31/200] [Batch 350/938] [D loss: -8.211582] [G loss: -57.828339]\n",
      "[Epoch 31/200] [Batch 355/938] [D loss: -8.237450] [G loss: -57.684975]\n",
      "[Epoch 31/200] [Batch 360/938] [D loss: -7.343906] [G loss: -56.694576]\n",
      "[Epoch 31/200] [Batch 365/938] [D loss: -11.144196] [G loss: -61.271465]\n",
      "[Epoch 31/200] [Batch 370/938] [D loss: -6.289577] [G loss: -59.330261]\n",
      "[Epoch 31/200] [Batch 375/938] [D loss: -7.485104] [G loss: -60.842869]\n",
      "[Epoch 31/200] [Batch 380/938] [D loss: -5.719727] [G loss: -55.916634]\n",
      "[Epoch 31/200] [Batch 385/938] [D loss: -6.426178] [G loss: -58.243866]\n",
      "[Epoch 31/200] [Batch 390/938] [D loss: -8.400063] [G loss: -62.948372]\n",
      "[Epoch 31/200] [Batch 395/938] [D loss: -7.503082] [G loss: -59.592144]\n",
      "[Epoch 31/200] [Batch 400/938] [D loss: -6.747913] [G loss: -52.424740]\n",
      "[Epoch 31/200] [Batch 405/938] [D loss: -6.423306] [G loss: -48.590637]\n",
      "[Epoch 31/200] [Batch 410/938] [D loss: -8.057320] [G loss: -50.962158]\n",
      "[Epoch 31/200] [Batch 415/938] [D loss: -8.399624] [G loss: -46.653305]\n",
      "[Epoch 31/200] [Batch 420/938] [D loss: -6.048969] [G loss: -46.390907]\n",
      "[Epoch 31/200] [Batch 425/938] [D loss: -6.190910] [G loss: -42.608124]\n",
      "[Epoch 31/200] [Batch 430/938] [D loss: -8.371117] [G loss: -38.286335]\n",
      "[Epoch 31/200] [Batch 435/938] [D loss: -8.835922] [G loss: -31.507679]\n",
      "[Epoch 31/200] [Batch 440/938] [D loss: -7.501617] [G loss: -33.944016]\n",
      "[Epoch 31/200] [Batch 445/938] [D loss: -7.727259] [G loss: -33.474518]\n",
      "[Epoch 31/200] [Batch 450/938] [D loss: -7.077183] [G loss: -35.396873]\n",
      "[Epoch 31/200] [Batch 455/938] [D loss: -7.783920] [G loss: -38.132458]\n",
      "[Epoch 31/200] [Batch 460/938] [D loss: -10.542267] [G loss: -32.068581]\n",
      "[Epoch 31/200] [Batch 465/938] [D loss: -7.241278] [G loss: -31.535568]\n",
      "[Epoch 31/200] [Batch 470/938] [D loss: -9.292160] [G loss: -29.289547]\n",
      "[Epoch 31/200] [Batch 475/938] [D loss: -7.667999] [G loss: -24.953510]\n",
      "[Epoch 31/200] [Batch 480/938] [D loss: -10.478813] [G loss: -26.340391]\n",
      "[Epoch 31/200] [Batch 485/938] [D loss: -7.135327] [G loss: -13.529752]\n",
      "[Epoch 31/200] [Batch 490/938] [D loss: -6.053816] [G loss: -14.263677]\n",
      "[Epoch 31/200] [Batch 495/938] [D loss: -7.596220] [G loss: -15.567469]\n",
      "[Epoch 31/200] [Batch 500/938] [D loss: -8.194693] [G loss: -14.793165]\n",
      "[Epoch 31/200] [Batch 505/938] [D loss: -8.933779] [G loss: -17.093119]\n",
      "[Epoch 31/200] [Batch 510/938] [D loss: -5.516939] [G loss: -20.074837]\n",
      "[Epoch 31/200] [Batch 515/938] [D loss: -11.276084] [G loss: -13.864283]\n",
      "[Epoch 31/200] [Batch 520/938] [D loss: -5.965217] [G loss: -13.933806]\n",
      "[Epoch 31/200] [Batch 525/938] [D loss: -8.743650] [G loss: -10.932971]\n",
      "[Epoch 31/200] [Batch 530/938] [D loss: -8.264406] [G loss: -13.178111]\n",
      "[Epoch 31/200] [Batch 535/938] [D loss: -9.733512] [G loss: -16.101980]\n",
      "[Epoch 31/200] [Batch 540/938] [D loss: -9.967247] [G loss: -22.360834]\n",
      "[Epoch 31/200] [Batch 545/938] [D loss: -6.987831] [G loss: -21.237766]\n",
      "[Epoch 31/200] [Batch 550/938] [D loss: -6.834866] [G loss: -26.803745]\n",
      "[Epoch 31/200] [Batch 555/938] [D loss: -7.718039] [G loss: -26.553036]\n",
      "[Epoch 31/200] [Batch 560/938] [D loss: -9.015034] [G loss: -27.324163]\n",
      "[Epoch 31/200] [Batch 565/938] [D loss: -7.445648] [G loss: -34.660217]\n",
      "[Epoch 31/200] [Batch 570/938] [D loss: -8.226757] [G loss: -38.961826]\n",
      "[Epoch 31/200] [Batch 575/938] [D loss: -8.079704] [G loss: -41.103035]\n",
      "[Epoch 31/200] [Batch 580/938] [D loss: -10.815216] [G loss: -36.017651]\n",
      "[Epoch 31/200] [Batch 585/938] [D loss: -6.945374] [G loss: -32.293144]\n",
      "[Epoch 31/200] [Batch 590/938] [D loss: -9.809656] [G loss: -29.130466]\n",
      "[Epoch 31/200] [Batch 595/938] [D loss: -9.767832] [G loss: -21.838442]\n",
      "[Epoch 31/200] [Batch 600/938] [D loss: -8.125401] [G loss: -17.821440]\n",
      "[Epoch 31/200] [Batch 605/938] [D loss: -9.570040] [G loss: -17.735754]\n",
      "[Epoch 31/200] [Batch 610/938] [D loss: -10.451664] [G loss: -12.119545]\n",
      "[Epoch 31/200] [Batch 615/938] [D loss: -7.690108] [G loss: -9.646984]\n",
      "[Epoch 31/200] [Batch 620/938] [D loss: -8.699532] [G loss: -2.317862]\n",
      "[Epoch 31/200] [Batch 625/938] [D loss: -10.467874] [G loss: 4.447004]\n",
      "[Epoch 31/200] [Batch 630/938] [D loss: -7.892801] [G loss: 8.368177]\n",
      "[Epoch 31/200] [Batch 635/938] [D loss: -6.472081] [G loss: 8.276246]\n",
      "[Epoch 31/200] [Batch 640/938] [D loss: -5.375141] [G loss: 1.072292]\n",
      "[Epoch 31/200] [Batch 645/938] [D loss: -7.925351] [G loss: 3.296382]\n",
      "[Epoch 31/200] [Batch 650/938] [D loss: -9.611242] [G loss: 2.976099]\n",
      "[Epoch 31/200] [Batch 655/938] [D loss: -6.694023] [G loss: 4.179313]\n",
      "[Epoch 31/200] [Batch 660/938] [D loss: -8.358799] [G loss: 7.801500]\n",
      "[Epoch 31/200] [Batch 665/938] [D loss: -6.012091] [G loss: 6.975766]\n",
      "[Epoch 31/200] [Batch 670/938] [D loss: -6.229533] [G loss: 8.433854]\n",
      "[Epoch 31/200] [Batch 675/938] [D loss: -9.303348] [G loss: 16.987003]\n",
      "[Epoch 31/200] [Batch 680/938] [D loss: -7.348200] [G loss: 17.052517]\n",
      "[Epoch 31/200] [Batch 685/938] [D loss: -5.486374] [G loss: 16.598402]\n",
      "[Epoch 31/200] [Batch 690/938] [D loss: -7.397503] [G loss: 22.775209]\n",
      "[Epoch 31/200] [Batch 695/938] [D loss: -7.103567] [G loss: 21.690527]\n",
      "[Epoch 31/200] [Batch 700/938] [D loss: -8.740080] [G loss: 26.486967]\n",
      "[Epoch 31/200] [Batch 705/938] [D loss: -8.265703] [G loss: 27.898224]\n",
      "[Epoch 31/200] [Batch 710/938] [D loss: -9.227571] [G loss: 33.540527]\n",
      "[Epoch 31/200] [Batch 715/938] [D loss: -3.094816] [G loss: 28.105408]\n",
      "[Epoch 31/200] [Batch 720/938] [D loss: -3.528522] [G loss: 29.073792]\n",
      "[Epoch 31/200] [Batch 725/938] [D loss: -8.416689] [G loss: 29.146111]\n",
      "[Epoch 31/200] [Batch 730/938] [D loss: -6.390057] [G loss: 32.933941]\n",
      "[Epoch 31/200] [Batch 735/938] [D loss: -3.339796] [G loss: 31.258381]\n",
      "[Epoch 31/200] [Batch 740/938] [D loss: -7.038677] [G loss: 32.533524]\n",
      "[Epoch 31/200] [Batch 745/938] [D loss: -6.722151] [G loss: 32.326954]\n",
      "[Epoch 31/200] [Batch 750/938] [D loss: -7.712870] [G loss: 36.529160]\n",
      "[Epoch 31/200] [Batch 755/938] [D loss: -6.437130] [G loss: 43.601089]\n",
      "[Epoch 31/200] [Batch 760/938] [D loss: -6.212952] [G loss: 40.931381]\n",
      "[Epoch 31/200] [Batch 765/938] [D loss: -4.611721] [G loss: 38.624111]\n",
      "[Epoch 31/200] [Batch 770/938] [D loss: -5.989937] [G loss: 37.407322]\n",
      "[Epoch 31/200] [Batch 775/938] [D loss: -8.731939] [G loss: 35.344551]\n",
      "[Epoch 31/200] [Batch 780/938] [D loss: -8.966755] [G loss: 32.146652]\n",
      "[Epoch 31/200] [Batch 785/938] [D loss: -9.691122] [G loss: 30.841068]\n",
      "[Epoch 31/200] [Batch 790/938] [D loss: -8.010029] [G loss: 29.223635]\n",
      "[Epoch 31/200] [Batch 795/938] [D loss: -6.349897] [G loss: 25.885050]\n",
      "[Epoch 31/200] [Batch 800/938] [D loss: -4.442770] [G loss: 19.736629]\n",
      "[Epoch 31/200] [Batch 805/938] [D loss: -9.035959] [G loss: 20.491365]\n",
      "[Epoch 31/200] [Batch 810/938] [D loss: -7.362185] [G loss: 17.374533]\n",
      "[Epoch 31/200] [Batch 815/938] [D loss: -4.513860] [G loss: 16.727016]\n",
      "[Epoch 31/200] [Batch 820/938] [D loss: -7.088213] [G loss: 19.957640]\n",
      "[Epoch 31/200] [Batch 825/938] [D loss: -10.381484] [G loss: 12.508016]\n",
      "[Epoch 31/200] [Batch 830/938] [D loss: -6.089575] [G loss: 7.067294]\n",
      "[Epoch 31/200] [Batch 835/938] [D loss: -2.550878] [G loss: 6.247857]\n",
      "[Epoch 31/200] [Batch 840/938] [D loss: -7.551591] [G loss: 11.477275]\n",
      "[Epoch 31/200] [Batch 845/938] [D loss: -7.615726] [G loss: 3.027293]\n",
      "[Epoch 31/200] [Batch 850/938] [D loss: -9.527967] [G loss: 8.063983]\n",
      "[Epoch 31/200] [Batch 855/938] [D loss: -8.594857] [G loss: 7.379145]\n",
      "[Epoch 31/200] [Batch 860/938] [D loss: -10.365026] [G loss: 9.271708]\n",
      "[Epoch 31/200] [Batch 865/938] [D loss: -6.463354] [G loss: 7.798874]\n",
      "[Epoch 31/200] [Batch 870/938] [D loss: -8.991933] [G loss: 12.283661]\n",
      "[Epoch 31/200] [Batch 875/938] [D loss: -9.082025] [G loss: 12.825677]\n",
      "[Epoch 31/200] [Batch 880/938] [D loss: -7.074468] [G loss: 9.659106]\n",
      "[Epoch 31/200] [Batch 885/938] [D loss: -7.391297] [G loss: 3.703157]\n",
      "[Epoch 31/200] [Batch 890/938] [D loss: -8.617185] [G loss: 9.185307]\n",
      "[Epoch 31/200] [Batch 895/938] [D loss: -5.883908] [G loss: 5.569274]\n",
      "[Epoch 31/200] [Batch 900/938] [D loss: -10.782572] [G loss: 8.769794]\n",
      "[Epoch 31/200] [Batch 905/938] [D loss: -9.992240] [G loss: 15.211763]\n",
      "[Epoch 31/200] [Batch 910/938] [D loss: -8.224077] [G loss: 12.158466]\n",
      "[Epoch 31/200] [Batch 915/938] [D loss: -9.814496] [G loss: 12.995871]\n",
      "[Epoch 31/200] [Batch 920/938] [D loss: -9.630886] [G loss: 8.822001]\n",
      "[Epoch 31/200] [Batch 925/938] [D loss: -11.314228] [G loss: 9.377860]\n",
      "[Epoch 31/200] [Batch 930/938] [D loss: -8.340800] [G loss: 13.132056]\n",
      "[Epoch 31/200] [Batch 935/938] [D loss: -11.190310] [G loss: 12.341365]\n",
      "[Epoch 32/200] [Batch 0/938] [D loss: -9.027272] [G loss: 12.832065]\n",
      "[Epoch 32/200] [Batch 5/938] [D loss: -11.662434] [G loss: 17.442987]\n",
      "[Epoch 32/200] [Batch 10/938] [D loss: -9.262107] [G loss: 14.091805]\n",
      "[Epoch 32/200] [Batch 15/938] [D loss: -8.681566] [G loss: 12.092398]\n",
      "[Epoch 32/200] [Batch 20/938] [D loss: -8.219769] [G loss: 8.357428]\n",
      "[Epoch 32/200] [Batch 25/938] [D loss: -6.249874] [G loss: 10.010376]\n",
      "[Epoch 32/200] [Batch 30/938] [D loss: -7.343831] [G loss: 0.277847]\n",
      "[Epoch 32/200] [Batch 35/938] [D loss: -9.207516] [G loss: -3.325288]\n",
      "[Epoch 32/200] [Batch 40/938] [D loss: -11.883476] [G loss: -7.369399]\n",
      "[Epoch 32/200] [Batch 45/938] [D loss: -10.145981] [G loss: -3.594993]\n",
      "[Epoch 32/200] [Batch 50/938] [D loss: -9.319613] [G loss: -5.682913]\n",
      "[Epoch 32/200] [Batch 55/938] [D loss: -9.413390] [G loss: -15.949371]\n",
      "[Epoch 32/200] [Batch 60/938] [D loss: -11.710537] [G loss: -19.945919]\n",
      "[Epoch 32/200] [Batch 65/938] [D loss: -10.913870] [G loss: -17.701860]\n",
      "[Epoch 32/200] [Batch 70/938] [D loss: -8.640408] [G loss: -22.165758]\n",
      "[Epoch 32/200] [Batch 75/938] [D loss: -11.826340] [G loss: -20.663828]\n",
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      "[Epoch 32/200] [Batch 85/938] [D loss: -7.194370] [G loss: -27.344013]\n",
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      "[Epoch 32/200] [Batch 100/938] [D loss: -10.202927] [G loss: -31.657238]\n",
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      "[Epoch 32/200] [Batch 115/938] [D loss: -9.332424] [G loss: -40.486073]\n",
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      "[Epoch 32/200] [Batch 125/938] [D loss: -10.842190] [G loss: -52.924866]\n",
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      "[Epoch 32/200] [Batch 135/938] [D loss: -12.534599] [G loss: -49.844025]\n",
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      "[Epoch 32/200] [Batch 145/938] [D loss: -9.716549] [G loss: -60.867817]\n",
      "[Epoch 32/200] [Batch 150/938] [D loss: -9.182827] [G loss: -60.828102]\n",
      "[Epoch 32/200] [Batch 155/938] [D loss: -9.885918] [G loss: -53.521332]\n",
      "[Epoch 32/200] [Batch 160/938] [D loss: -9.998436] [G loss: -49.637287]\n",
      "[Epoch 32/200] [Batch 165/938] [D loss: -9.523254] [G loss: -59.686054]\n",
      "[Epoch 32/200] [Batch 170/938] [D loss: -12.014801] [G loss: -56.486298]\n",
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      "[Epoch 32/200] [Batch 180/938] [D loss: -10.883183] [G loss: -53.204716]\n",
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      "[Epoch 32/200] [Batch 195/938] [D loss: -7.754715] [G loss: -48.289669]\n",
      "[Epoch 32/200] [Batch 200/938] [D loss: -9.621994] [G loss: -47.298820]\n",
      "[Epoch 32/200] [Batch 205/938] [D loss: -7.917454] [G loss: -46.628841]\n",
      "[Epoch 32/200] [Batch 210/938] [D loss: -8.864506] [G loss: -41.212402]\n",
      "[Epoch 32/200] [Batch 215/938] [D loss: -8.677742] [G loss: -39.318493]\n",
      "[Epoch 32/200] [Batch 220/938] [D loss: -10.223839] [G loss: -31.306442]\n",
      "[Epoch 32/200] [Batch 225/938] [D loss: -10.920019] [G loss: -29.447327]\n",
      "[Epoch 32/200] [Batch 230/938] [D loss: -11.694256] [G loss: -27.541798]\n",
      "[Epoch 32/200] [Batch 235/938] [D loss: -11.333775] [G loss: -17.900114]\n",
      "[Epoch 32/200] [Batch 240/938] [D loss: -12.891466] [G loss: -16.842762]\n",
      "[Epoch 32/200] [Batch 245/938] [D loss: -8.592829] [G loss: -24.234280]\n",
      "[Epoch 32/200] [Batch 250/938] [D loss: -9.156792] [G loss: -16.761105]\n",
      "[Epoch 32/200] [Batch 255/938] [D loss: -14.302519] [G loss: -19.220379]\n",
      "[Epoch 32/200] [Batch 260/938] [D loss: -11.750203] [G loss: -16.211840]\n",
      "[Epoch 32/200] [Batch 265/938] [D loss: -10.259701] [G loss: -19.793135]\n",
      "[Epoch 32/200] [Batch 270/938] [D loss: -13.366512] [G loss: -22.174366]\n",
      "[Epoch 32/200] [Batch 275/938] [D loss: -8.072924] [G loss: -31.069187]\n",
      "[Epoch 32/200] [Batch 280/938] [D loss: -14.932308] [G loss: -31.494473]\n",
      "[Epoch 32/200] [Batch 285/938] [D loss: -9.963470] [G loss: -37.436188]\n",
      "[Epoch 32/200] [Batch 290/938] [D loss: -12.398403] [G loss: -40.225285]\n",
      "[Epoch 32/200] [Batch 295/938] [D loss: -10.466446] [G loss: -51.158447]\n",
      "[Epoch 32/200] [Batch 300/938] [D loss: -10.969902] [G loss: -61.041302]\n",
      "[Epoch 32/200] [Batch 305/938] [D loss: -9.456085] [G loss: -64.537979]\n",
      "[Epoch 32/200] [Batch 310/938] [D loss: -12.508110] [G loss: -68.737244]\n",
      "[Epoch 32/200] [Batch 315/938] [D loss: -12.861076] [G loss: -80.047707]\n",
      "[Epoch 32/200] [Batch 320/938] [D loss: -11.641251] [G loss: -82.577011]\n",
      "[Epoch 32/200] [Batch 325/938] [D loss: -16.257866] [G loss: -92.362137]\n",
      "[Epoch 32/200] [Batch 330/938] [D loss: -9.567314] [G loss: -96.713577]\n",
      "[Epoch 32/200] [Batch 335/938] [D loss: -10.339508] [G loss: -101.459732]\n",
      "[Epoch 32/200] [Batch 340/938] [D loss: -10.265831] [G loss: -92.861885]\n",
      "[Epoch 32/200] [Batch 345/938] [D loss: -11.728714] [G loss: -84.624222]\n",
      "[Epoch 32/200] [Batch 350/938] [D loss: -10.625526] [G loss: -85.610901]\n",
      "[Epoch 32/200] [Batch 355/938] [D loss: -8.667381] [G loss: -82.313065]\n",
      "[Epoch 32/200] [Batch 360/938] [D loss: -11.262123] [G loss: -85.798546]\n",
      "[Epoch 32/200] [Batch 365/938] [D loss: -12.870392] [G loss: -75.509796]\n",
      "[Epoch 32/200] [Batch 370/938] [D loss: -10.022591] [G loss: -74.024925]\n",
      "[Epoch 32/200] [Batch 375/938] [D loss: -8.654381] [G loss: -73.883652]\n",
      "[Epoch 32/200] [Batch 380/938] [D loss: -14.495674] [G loss: -70.003174]\n",
      "[Epoch 32/200] [Batch 385/938] [D loss: -12.654068] [G loss: -61.680313]\n",
      "[Epoch 32/200] [Batch 390/938] [D loss: -13.277451] [G loss: -68.682114]\n",
      "[Epoch 32/200] [Batch 395/938] [D loss: -9.725655] [G loss: -64.633400]\n",
      "[Epoch 32/200] [Batch 400/938] [D loss: -8.859180] [G loss: -56.689690]\n",
      "[Epoch 32/200] [Batch 405/938] [D loss: -10.006577] [G loss: -48.742287]\n",
      "[Epoch 32/200] [Batch 410/938] [D loss: -11.411423] [G loss: -44.628220]\n",
      "[Epoch 32/200] [Batch 415/938] [D loss: -10.252449] [G loss: -40.063572]\n",
      "[Epoch 32/200] [Batch 420/938] [D loss: -11.468769] [G loss: -38.305016]\n",
      "[Epoch 32/200] [Batch 425/938] [D loss: -9.922890] [G loss: -29.713074]\n",
      "[Epoch 32/200] [Batch 430/938] [D loss: -11.694973] [G loss: -22.383663]\n",
      "[Epoch 32/200] [Batch 435/938] [D loss: -11.131973] [G loss: -18.038532]\n",
      "[Epoch 32/200] [Batch 440/938] [D loss: -9.692429] [G loss: -12.360717]\n",
      "[Epoch 32/200] [Batch 445/938] [D loss: -11.979773] [G loss: -13.068220]\n",
      "[Epoch 32/200] [Batch 450/938] [D loss: -14.131613] [G loss: -11.117846]\n",
      "[Epoch 32/200] [Batch 455/938] [D loss: -12.610458] [G loss: -9.767681]\n",
      "[Epoch 32/200] [Batch 460/938] [D loss: -8.636557] [G loss: -13.081015]\n",
      "[Epoch 32/200] [Batch 465/938] [D loss: -12.029922] [G loss: -12.245367]\n",
      "[Epoch 32/200] [Batch 470/938] [D loss: -8.604221] [G loss: -11.760483]\n",
      "[Epoch 32/200] [Batch 475/938] [D loss: -8.390849] [G loss: -17.226433]\n",
      "[Epoch 32/200] [Batch 480/938] [D loss: -10.043835] [G loss: -16.703159]\n",
      "[Epoch 32/200] [Batch 485/938] [D loss: -10.704153] [G loss: -24.989008]\n",
      "[Epoch 32/200] [Batch 490/938] [D loss: -12.004135] [G loss: -27.062187]\n",
      "[Epoch 32/200] [Batch 495/938] [D loss: -9.753010] [G loss: -24.412638]\n",
      "[Epoch 32/200] [Batch 500/938] [D loss: -11.412468] [G loss: -21.606655]\n",
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      "[Epoch 32/200] [Batch 515/938] [D loss: -9.803444] [G loss: -29.458712]\n",
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      "[Epoch 32/200] [Batch 525/938] [D loss: -9.382410] [G loss: -29.105127]\n",
      "[Epoch 32/200] [Batch 530/938] [D loss: -9.984795] [G loss: -33.504196]\n",
      "[Epoch 32/200] [Batch 535/938] [D loss: -11.864159] [G loss: -37.284428]\n",
      "[Epoch 32/200] [Batch 540/938] [D loss: -10.387135] [G loss: -38.041451]\n",
      "[Epoch 32/200] [Batch 545/938] [D loss: -10.969246] [G loss: -34.550377]\n",
      "[Epoch 32/200] [Batch 550/938] [D loss: -12.819780] [G loss: -24.267309]\n",
      "[Epoch 32/200] [Batch 555/938] [D loss: -10.664459] [G loss: -26.398726]\n",
      "[Epoch 32/200] [Batch 560/938] [D loss: -10.508421] [G loss: -23.693350]\n",
      "[Epoch 32/200] [Batch 565/938] [D loss: -9.537729] [G loss: -28.029921]\n",
      "[Epoch 32/200] [Batch 570/938] [D loss: -10.388384] [G loss: -25.374966]\n",
      "[Epoch 32/200] [Batch 575/938] [D loss: -8.091011] [G loss: -20.796152]\n",
      "[Epoch 32/200] [Batch 580/938] [D loss: -11.057150] [G loss: -17.815563]\n",
      "[Epoch 32/200] [Batch 585/938] [D loss: -9.845400] [G loss: -14.693023]\n",
      "[Epoch 32/200] [Batch 590/938] [D loss: -9.254091] [G loss: -21.403345]\n",
      "[Epoch 32/200] [Batch 595/938] [D loss: -12.301718] [G loss: -22.034725]\n",
      "[Epoch 32/200] [Batch 600/938] [D loss: -9.796606] [G loss: -33.034882]\n",
      "[Epoch 32/200] [Batch 605/938] [D loss: -8.291035] [G loss: -33.660488]\n",
      "[Epoch 32/200] [Batch 610/938] [D loss: -10.772007] [G loss: -35.408684]\n",
      "[Epoch 32/200] [Batch 615/938] [D loss: -11.888580] [G loss: -37.081135]\n",
      "[Epoch 32/200] [Batch 620/938] [D loss: -9.030273] [G loss: -36.587242]\n",
      "[Epoch 32/200] [Batch 625/938] [D loss: -8.410044] [G loss: -27.918921]\n",
      "[Epoch 32/200] [Batch 630/938] [D loss: -11.417385] [G loss: -32.018066]\n",
      "[Epoch 32/200] [Batch 635/938] [D loss: -8.478504] [G loss: -34.157829]\n",
      "[Epoch 32/200] [Batch 640/938] [D loss: -11.506973] [G loss: -36.353813]\n",
      "[Epoch 32/200] [Batch 645/938] [D loss: -10.017879] [G loss: -34.629341]\n",
      "[Epoch 32/200] [Batch 650/938] [D loss: -9.673706] [G loss: -39.569206]\n",
      "[Epoch 32/200] [Batch 655/938] [D loss: -11.862171] [G loss: -38.332012]\n",
      "[Epoch 32/200] [Batch 660/938] [D loss: -10.257065] [G loss: -30.500858]\n",
      "[Epoch 32/200] [Batch 665/938] [D loss: -11.344276] [G loss: -28.435152]\n",
      "[Epoch 32/200] [Batch 670/938] [D loss: -9.386305] [G loss: -28.884417]\n",
      "[Epoch 32/200] [Batch 675/938] [D loss: -8.791994] [G loss: -28.308592]\n",
      "[Epoch 32/200] [Batch 680/938] [D loss: -10.108513] [G loss: -24.787949]\n",
      "[Epoch 32/200] [Batch 685/938] [D loss: -8.702408] [G loss: -19.842743]\n",
      "[Epoch 32/200] [Batch 690/938] [D loss: -10.289480] [G loss: -25.310156]\n",
      "[Epoch 32/200] [Batch 695/938] [D loss: -9.938850] [G loss: -25.201649]\n",
      "[Epoch 32/200] [Batch 700/938] [D loss: -6.647230] [G loss: -22.809555]\n",
      "[Epoch 32/200] [Batch 705/938] [D loss: -5.759481] [G loss: -22.866280]\n",
      "[Epoch 32/200] [Batch 710/938] [D loss: -9.867300] [G loss: -19.594849]\n",
      "[Epoch 32/200] [Batch 715/938] [D loss: -9.240276] [G loss: -15.984165]\n",
      "[Epoch 32/200] [Batch 720/938] [D loss: -9.509410] [G loss: -15.821975]\n",
      "[Epoch 32/200] [Batch 725/938] [D loss: -4.738039] [G loss: -16.282764]\n",
      "[Epoch 32/200] [Batch 730/938] [D loss: -10.044359] [G loss: -15.979000]\n",
      "[Epoch 32/200] [Batch 735/938] [D loss: -9.756372] [G loss: -23.570715]\n",
      "[Epoch 32/200] [Batch 740/938] [D loss: -9.511902] [G loss: -28.781345]\n",
      "[Epoch 32/200] [Batch 745/938] [D loss: -11.443943] [G loss: -31.926159]\n",
      "[Epoch 32/200] [Batch 750/938] [D loss: -9.022690] [G loss: -36.453411]\n",
      "[Epoch 32/200] [Batch 755/938] [D loss: -7.787472] [G loss: -43.211441]\n",
      "[Epoch 32/200] [Batch 760/938] [D loss: -9.204082] [G loss: -42.117867]\n",
      "[Epoch 32/200] [Batch 765/938] [D loss: -10.752022] [G loss: -32.102966]\n",
      "[Epoch 32/200] [Batch 770/938] [D loss: -7.725151] [G loss: -35.096470]\n",
      "[Epoch 32/200] [Batch 775/938] [D loss: -9.301563] [G loss: -35.080177]\n",
      "[Epoch 32/200] [Batch 780/938] [D loss: -9.006676] [G loss: -41.258011]\n",
      "[Epoch 32/200] [Batch 785/938] [D loss: -7.174789] [G loss: -41.741997]\n",
      "[Epoch 32/200] [Batch 790/938] [D loss: -7.419388] [G loss: -39.586548]\n",
      "[Epoch 32/200] [Batch 795/938] [D loss: -10.079037] [G loss: -42.435959]\n",
      "[Epoch 32/200] [Batch 800/938] [D loss: -10.891060] [G loss: -42.475361]\n",
      "[Epoch 32/200] [Batch 805/938] [D loss: -7.887783] [G loss: -47.855740]\n",
      "[Epoch 32/200] [Batch 810/938] [D loss: -6.835087] [G loss: -49.284321]\n",
      "[Epoch 32/200] [Batch 815/938] [D loss: -10.354424] [G loss: -47.738796]\n",
      "[Epoch 32/200] [Batch 820/938] [D loss: -8.856827] [G loss: -47.702389]\n",
      "[Epoch 32/200] [Batch 825/938] [D loss: -9.039631] [G loss: -41.531063]\n",
      "[Epoch 32/200] [Batch 830/938] [D loss: -10.125717] [G loss: -32.727188]\n",
      "[Epoch 32/200] [Batch 835/938] [D loss: -8.731796] [G loss: -34.973396]\n",
      "[Epoch 32/200] [Batch 840/938] [D loss: -10.328098] [G loss: -30.476614]\n",
      "[Epoch 32/200] [Batch 845/938] [D loss: -8.507507] [G loss: -18.270533]\n",
      "[Epoch 32/200] [Batch 850/938] [D loss: -10.087008] [G loss: -11.182723]\n",
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      "[Epoch 32/200] [Batch 860/938] [D loss: -8.524025] [G loss: -6.830630]\n",
      "[Epoch 32/200] [Batch 865/938] [D loss: -8.435407] [G loss: -3.678804]\n",
      "[Epoch 32/200] [Batch 870/938] [D loss: -12.510073] [G loss: -3.189465]\n",
      "[Epoch 32/200] [Batch 875/938] [D loss: -9.760570] [G loss: -6.803966]\n",
      "[Epoch 32/200] [Batch 880/938] [D loss: -9.848154] [G loss: -8.376121]\n",
      "[Epoch 32/200] [Batch 885/938] [D loss: -8.201905] [G loss: -5.556354]\n",
      "[Epoch 32/200] [Batch 890/938] [D loss: -10.148154] [G loss: -3.698982]\n",
      "[Epoch 32/200] [Batch 895/938] [D loss: -8.660940] [G loss: -6.555569]\n",
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      "[Epoch 32/200] [Batch 910/938] [D loss: -8.385061] [G loss: -17.239019]\n",
      "[Epoch 32/200] [Batch 915/938] [D loss: -12.138248] [G loss: -21.045055]\n",
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      "[Epoch 32/200] [Batch 930/938] [D loss: -9.368774] [G loss: -17.351976]\n",
      "[Epoch 32/200] [Batch 935/938] [D loss: -6.487391] [G loss: -19.802519]\n",
      "[Epoch 33/200] [Batch 0/938] [D loss: -12.998919] [G loss: -24.067442]\n",
      "[Epoch 33/200] [Batch 5/938] [D loss: -9.185896] [G loss: -29.268778]\n",
      "[Epoch 33/200] [Batch 10/938] [D loss: -10.628723] [G loss: -30.367765]\n",
      "[Epoch 33/200] [Batch 15/938] [D loss: -6.919937] [G loss: -26.300699]\n",
      "[Epoch 33/200] [Batch 20/938] [D loss: -10.547609] [G loss: -22.784403]\n",
      "[Epoch 33/200] [Batch 25/938] [D loss: -11.087051] [G loss: -24.252096]\n",
      "[Epoch 33/200] [Batch 30/938] [D loss: -11.247379] [G loss: -23.758228]\n",
      "[Epoch 33/200] [Batch 35/938] [D loss: -9.466475] [G loss: -19.631010]\n",
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      "[Epoch 33/200] [Batch 135/938] [D loss: -10.093712] [G loss: 16.769909]\n",
      "[Epoch 33/200] [Batch 140/938] [D loss: -9.363300] [G loss: 18.737818]\n",
      "[Epoch 33/200] [Batch 145/938] [D loss: -9.342585] [G loss: 18.541006]\n",
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      "[Epoch 33/200] [Batch 155/938] [D loss: -9.981609] [G loss: 29.124342]\n",
      "[Epoch 33/200] [Batch 160/938] [D loss: -11.324902] [G loss: 28.137634]\n",
      "[Epoch 33/200] [Batch 165/938] [D loss: -12.686721] [G loss: 31.270683]\n",
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      "[Epoch 33/200] [Batch 195/938] [D loss: -9.284262] [G loss: 40.432144]\n",
      "[Epoch 33/200] [Batch 200/938] [D loss: -9.246979] [G loss: 41.755280]\n",
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      "[Epoch 33/200] [Batch 220/938] [D loss: -11.285717] [G loss: 34.347462]\n",
      "[Epoch 33/200] [Batch 225/938] [D loss: -12.540445] [G loss: 31.713303]\n",
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      "[Epoch 33/200] [Batch 235/938] [D loss: -9.688946] [G loss: 31.152008]\n",
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      "[Epoch 33/200] [Batch 245/938] [D loss: -9.865328] [G loss: 25.598797]\n",
      "[Epoch 33/200] [Batch 250/938] [D loss: -11.060435] [G loss: 22.182800]\n",
      "[Epoch 33/200] [Batch 255/938] [D loss: -8.902466] [G loss: 16.677786]\n",
      "[Epoch 33/200] [Batch 260/938] [D loss: -9.995434] [G loss: 10.553530]\n",
      "[Epoch 33/200] [Batch 265/938] [D loss: -14.095922] [G loss: -0.156443]\n",
      "[Epoch 33/200] [Batch 270/938] [D loss: -12.276223] [G loss: -5.377702]\n",
      "[Epoch 33/200] [Batch 275/938] [D loss: -14.594969] [G loss: -10.211254]\n",
      "[Epoch 33/200] [Batch 280/938] [D loss: -12.637005] [G loss: -10.977717]\n",
      "[Epoch 33/200] [Batch 285/938] [D loss: -11.072225] [G loss: -10.393189]\n",
      "[Epoch 33/200] [Batch 290/938] [D loss: -12.012325] [G loss: -2.559758]\n",
      "[Epoch 33/200] [Batch 295/938] [D loss: -13.690835] [G loss: -3.399135]\n",
      "[Epoch 33/200] [Batch 300/938] [D loss: -12.440068] [G loss: 3.239170]\n",
      "[Epoch 33/200] [Batch 305/938] [D loss: -15.518889] [G loss: 0.410297]\n",
      "[Epoch 33/200] [Batch 310/938] [D loss: -13.206022] [G loss: 10.088808]\n",
      "[Epoch 33/200] [Batch 315/938] [D loss: -11.577857] [G loss: 13.903653]\n",
      "[Epoch 33/200] [Batch 320/938] [D loss: -12.436399] [G loss: 21.108618]\n",
      "[Epoch 33/200] [Batch 325/938] [D loss: -13.222212] [G loss: 31.236240]\n",
      "[Epoch 33/200] [Batch 330/938] [D loss: -10.914660] [G loss: 37.100784]\n",
      "[Epoch 33/200] [Batch 335/938] [D loss: -12.444998] [G loss: 40.874695]\n",
      "[Epoch 33/200] [Batch 340/938] [D loss: -9.623301] [G loss: 39.802666]\n",
      "[Epoch 33/200] [Batch 345/938] [D loss: -13.006519] [G loss: 38.589737]\n",
      "[Epoch 33/200] [Batch 350/938] [D loss: -12.793640] [G loss: 39.583889]\n",
      "[Epoch 33/200] [Batch 355/938] [D loss: -12.226698] [G loss: 36.727184]\n",
      "[Epoch 33/200] [Batch 360/938] [D loss: -12.603729] [G loss: 38.877464]\n",
      "[Epoch 33/200] [Batch 365/938] [D loss: -11.703941] [G loss: 43.370331]\n",
      "[Epoch 33/200] [Batch 370/938] [D loss: -9.438068] [G loss: 49.266056]\n",
      "[Epoch 33/200] [Batch 375/938] [D loss: -13.912777] [G loss: 50.848194]\n",
      "[Epoch 33/200] [Batch 380/938] [D loss: -14.057762] [G loss: 57.189762]\n",
      "[Epoch 33/200] [Batch 385/938] [D loss: -12.722279] [G loss: 54.727654]\n",
      "[Epoch 33/200] [Batch 390/938] [D loss: -13.543552] [G loss: 57.550102]\n",
      "[Epoch 33/200] [Batch 395/938] [D loss: -14.380829] [G loss: 57.433434]\n",
      "[Epoch 33/200] [Batch 400/938] [D loss: -11.621246] [G loss: 64.513992]\n",
      "[Epoch 33/200] [Batch 405/938] [D loss: -11.413460] [G loss: 58.236607]\n",
      "[Epoch 33/200] [Batch 410/938] [D loss: -11.298412] [G loss: 52.012428]\n",
      "[Epoch 33/200] [Batch 415/938] [D loss: -10.082539] [G loss: 53.577103]\n",
      "[Epoch 33/200] [Batch 420/938] [D loss: -13.335918] [G loss: 49.739349]\n",
      "[Epoch 33/200] [Batch 425/938] [D loss: -11.134483] [G loss: 53.166775]\n",
      "[Epoch 33/200] [Batch 430/938] [D loss: -13.839428] [G loss: 50.824982]\n",
      "[Epoch 33/200] [Batch 435/938] [D loss: -13.197784] [G loss: 54.486053]\n",
      "[Epoch 33/200] [Batch 440/938] [D loss: -13.589325] [G loss: 55.149109]\n",
      "[Epoch 33/200] [Batch 445/938] [D loss: -11.616474] [G loss: 47.970913]\n",
      "[Epoch 33/200] [Batch 450/938] [D loss: -11.530910] [G loss: 40.012100]\n",
      "[Epoch 33/200] [Batch 455/938] [D loss: -14.653399] [G loss: 38.234222]\n",
      "[Epoch 33/200] [Batch 460/938] [D loss: -13.109081] [G loss: 40.680939]\n",
      "[Epoch 33/200] [Batch 465/938] [D loss: -11.630268] [G loss: 36.871651]\n",
      "[Epoch 33/200] [Batch 470/938] [D loss: -15.237034] [G loss: 33.907963]\n",
      "[Epoch 33/200] [Batch 475/938] [D loss: -13.214897] [G loss: 29.951611]\n",
      "[Epoch 33/200] [Batch 480/938] [D loss: -15.650557] [G loss: 28.463882]\n",
      "[Epoch 33/200] [Batch 485/938] [D loss: -15.947262] [G loss: 28.322556]\n",
      "[Epoch 33/200] [Batch 490/938] [D loss: -13.196215] [G loss: 30.962355]\n",
      "[Epoch 33/200] [Batch 495/938] [D loss: -13.956470] [G loss: 30.174984]\n",
      "[Epoch 33/200] [Batch 500/938] [D loss: -14.680767] [G loss: 26.566757]\n",
      "[Epoch 33/200] [Batch 505/938] [D loss: -12.137644] [G loss: 28.517920]\n",
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      "[Epoch 33/200] [Batch 515/938] [D loss: -14.006230] [G loss: 23.633621]\n",
      "[Epoch 33/200] [Batch 520/938] [D loss: -13.350214] [G loss: 22.163738]\n",
      "[Epoch 33/200] [Batch 525/938] [D loss: -12.511387] [G loss: 27.044447]\n",
      "[Epoch 33/200] [Batch 530/938] [D loss: -14.437864] [G loss: 35.506725]\n",
      "[Epoch 33/200] [Batch 535/938] [D loss: -12.921476] [G loss: 30.690306]\n",
      "[Epoch 33/200] [Batch 540/938] [D loss: -13.871941] [G loss: 33.045063]\n",
      "[Epoch 33/200] [Batch 545/938] [D loss: -16.749104] [G loss: 36.291512]\n",
      "[Epoch 33/200] [Batch 550/938] [D loss: -13.107124] [G loss: 29.914450]\n",
      "[Epoch 33/200] [Batch 555/938] [D loss: -15.395231] [G loss: 26.131916]\n",
      "[Epoch 33/200] [Batch 560/938] [D loss: -14.129766] [G loss: 27.440639]\n",
      "[Epoch 33/200] [Batch 565/938] [D loss: -14.694374] [G loss: 28.670055]\n",
      "[Epoch 33/200] [Batch 570/938] [D loss: -14.712801] [G loss: 31.240828]\n",
      "[Epoch 33/200] [Batch 575/938] [D loss: -12.997541] [G loss: 32.598351]\n",
      "[Epoch 33/200] [Batch 580/938] [D loss: -14.295223] [G loss: 39.178001]\n",
      "[Epoch 33/200] [Batch 585/938] [D loss: -11.115826] [G loss: 40.034782]\n",
      "[Epoch 33/200] [Batch 590/938] [D loss: -13.937767] [G loss: 38.143929]\n",
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      "[Epoch 33/200] [Batch 605/938] [D loss: -12.991610] [G loss: 33.330189]\n",
      "[Epoch 33/200] [Batch 610/938] [D loss: -13.767221] [G loss: 34.640530]\n",
      "[Epoch 33/200] [Batch 615/938] [D loss: -9.809450] [G loss: 31.362528]\n",
      "[Epoch 33/200] [Batch 620/938] [D loss: -12.023874] [G loss: 31.993210]\n",
      "[Epoch 33/200] [Batch 625/938] [D loss: -12.011211] [G loss: 33.164909]\n",
      "[Epoch 33/200] [Batch 630/938] [D loss: -13.777483] [G loss: 29.826099]\n",
      "[Epoch 33/200] [Batch 635/938] [D loss: -13.111893] [G loss: 37.354424]\n",
      "[Epoch 33/200] [Batch 640/938] [D loss: -12.222918] [G loss: 30.084167]\n",
      "[Epoch 33/200] [Batch 645/938] [D loss: -10.476238] [G loss: 31.129982]\n",
      "[Epoch 33/200] [Batch 650/938] [D loss: -14.636208] [G loss: 27.257515]\n",
      "[Epoch 33/200] [Batch 655/938] [D loss: -13.063375] [G loss: 37.207085]\n",
      "[Epoch 33/200] [Batch 660/938] [D loss: -11.713160] [G loss: 35.105404]\n",
      "[Epoch 33/200] [Batch 665/938] [D loss: -13.737837] [G loss: 30.869843]\n",
      "[Epoch 33/200] [Batch 670/938] [D loss: -14.566634] [G loss: 27.422688]\n",
      "[Epoch 33/200] [Batch 675/938] [D loss: -11.559179] [G loss: 26.488369]\n",
      "[Epoch 33/200] [Batch 680/938] [D loss: -14.085767] [G loss: 17.908459]\n",
      "[Epoch 33/200] [Batch 685/938] [D loss: -12.714011] [G loss: 13.789957]\n",
      "[Epoch 33/200] [Batch 690/938] [D loss: -12.592599] [G loss: 12.022989]\n",
      "[Epoch 33/200] [Batch 695/938] [D loss: -15.032048] [G loss: 5.493001]\n",
      "[Epoch 33/200] [Batch 700/938] [D loss: -12.481359] [G loss: 0.820740]\n",
      "[Epoch 33/200] [Batch 705/938] [D loss: -14.888439] [G loss: -2.025953]\n",
      "[Epoch 33/200] [Batch 710/938] [D loss: -12.746162] [G loss: -3.263194]\n",
      "[Epoch 33/200] [Batch 715/938] [D loss: -13.186941] [G loss: 2.792682]\n",
      "[Epoch 33/200] [Batch 720/938] [D loss: -11.716287] [G loss: 2.578366]\n",
      "[Epoch 33/200] [Batch 725/938] [D loss: -9.279087] [G loss: 8.165743]\n",
      "[Epoch 33/200] [Batch 730/938] [D loss: -10.463000] [G loss: 9.358473]\n",
      "[Epoch 33/200] [Batch 735/938] [D loss: -7.101839] [G loss: 12.408146]\n",
      "[Epoch 33/200] [Batch 740/938] [D loss: -10.311005] [G loss: 11.058958]\n",
      "[Epoch 33/200] [Batch 745/938] [D loss: -9.791650] [G loss: 8.299217]\n",
      "[Epoch 33/200] [Batch 750/938] [D loss: -10.041374] [G loss: 5.626355]\n",
      "[Epoch 33/200] [Batch 755/938] [D loss: -10.298322] [G loss: 10.849300]\n",
      "[Epoch 33/200] [Batch 760/938] [D loss: -11.504750] [G loss: 9.843601]\n",
      "[Epoch 33/200] [Batch 765/938] [D loss: -12.843866] [G loss: 17.359777]\n",
      "[Epoch 33/200] [Batch 770/938] [D loss: -10.397330] [G loss: 18.398354]\n",
      "[Epoch 33/200] [Batch 775/938] [D loss: -7.452814] [G loss: 27.517956]\n",
      "[Epoch 33/200] [Batch 780/938] [D loss: -11.347046] [G loss: 34.582012]\n",
      "[Epoch 33/200] [Batch 785/938] [D loss: -10.314381] [G loss: 31.753471]\n",
      "[Epoch 33/200] [Batch 790/938] [D loss: -8.644672] [G loss: 32.318436]\n",
      "[Epoch 33/200] [Batch 795/938] [D loss: -11.299267] [G loss: 33.339424]\n",
      "[Epoch 33/200] [Batch 800/938] [D loss: -11.557812] [G loss: 32.552624]\n",
      "[Epoch 33/200] [Batch 805/938] [D loss: -8.808388] [G loss: 29.976738]\n",
      "[Epoch 33/200] [Batch 810/938] [D loss: -10.627749] [G loss: 22.916725]\n",
      "[Epoch 33/200] [Batch 815/938] [D loss: -9.661692] [G loss: 24.805134]\n",
      "[Epoch 33/200] [Batch 820/938] [D loss: -8.513964] [G loss: 23.359852]\n",
      "[Epoch 33/200] [Batch 825/938] [D loss: -11.615030] [G loss: 18.040344]\n",
      "[Epoch 33/200] [Batch 830/938] [D loss: -10.359477] [G loss: 22.676615]\n",
      "[Epoch 33/200] [Batch 835/938] [D loss: -9.901943] [G loss: 18.317940]\n",
      "[Epoch 33/200] [Batch 840/938] [D loss: -10.459667] [G loss: 19.558149]\n",
      "[Epoch 33/200] [Batch 845/938] [D loss: -8.796654] [G loss: 15.897347]\n",
      "[Epoch 33/200] [Batch 850/938] [D loss: -9.936733] [G loss: 18.894886]\n",
      "[Epoch 33/200] [Batch 855/938] [D loss: -7.630766] [G loss: 16.807236]\n",
      "[Epoch 33/200] [Batch 860/938] [D loss: -7.489061] [G loss: 12.630241]\n",
      "[Epoch 33/200] [Batch 865/938] [D loss: -9.521697] [G loss: 2.502993]\n",
      "[Epoch 33/200] [Batch 870/938] [D loss: -9.679012] [G loss: 6.963957]\n",
      "[Epoch 33/200] [Batch 875/938] [D loss: -7.827303] [G loss: 5.300144]\n",
      "[Epoch 33/200] [Batch 880/938] [D loss: -9.202303] [G loss: 2.851724]\n",
      "[Epoch 33/200] [Batch 885/938] [D loss: -7.473008] [G loss: 5.549434]\n",
      "[Epoch 33/200] [Batch 890/938] [D loss: -9.416190] [G loss: 2.228544]\n",
      "[Epoch 33/200] [Batch 895/938] [D loss: -8.615689] [G loss: 3.753843]\n",
      "[Epoch 33/200] [Batch 900/938] [D loss: -8.610253] [G loss: 1.282351]\n",
      "[Epoch 33/200] [Batch 905/938] [D loss: -9.341861] [G loss: 2.882874]\n",
      "[Epoch 33/200] [Batch 910/938] [D loss: -9.440008] [G loss: -0.457826]\n",
      "[Epoch 33/200] [Batch 915/938] [D loss: -8.284089] [G loss: 4.112800]\n",
      "[Epoch 33/200] [Batch 920/938] [D loss: -10.040400] [G loss: 5.437372]\n",
      "[Epoch 33/200] [Batch 925/938] [D loss: -8.718608] [G loss: 2.085083]\n",
      "[Epoch 33/200] [Batch 930/938] [D loss: -9.514395] [G loss: 4.073655]\n",
      "[Epoch 33/200] [Batch 935/938] [D loss: -7.836633] [G loss: 6.125215]\n",
      "[Epoch 34/200] [Batch 0/938] [D loss: -6.129025] [G loss: 3.444812]\n",
      "[Epoch 34/200] [Batch 5/938] [D loss: -9.246543] [G loss: -4.556657]\n",
      "[Epoch 34/200] [Batch 10/938] [D loss: -7.658688] [G loss: -4.251824]\n",
      "[Epoch 34/200] [Batch 15/938] [D loss: -7.569585] [G loss: -10.222292]\n",
      "[Epoch 34/200] [Batch 20/938] [D loss: -9.139301] [G loss: -12.362457]\n",
      "[Epoch 34/200] [Batch 25/938] [D loss: -5.558211] [G loss: -13.540369]\n",
      "[Epoch 34/200] [Batch 30/938] [D loss: -9.748844] [G loss: -24.612568]\n",
      "[Epoch 34/200] [Batch 35/938] [D loss: -7.729572] [G loss: -31.109415]\n",
      "[Epoch 34/200] [Batch 40/938] [D loss: -12.200863] [G loss: -34.301208]\n",
      "[Epoch 34/200] [Batch 45/938] [D loss: -9.412876] [G loss: -37.922997]\n",
      "[Epoch 34/200] [Batch 50/938] [D loss: -6.879589] [G loss: -49.050228]\n",
      "[Epoch 34/200] [Batch 55/938] [D loss: -9.052170] [G loss: -55.244350]\n",
      "[Epoch 34/200] [Batch 60/938] [D loss: -9.347263] [G loss: -51.065212]\n",
      "[Epoch 34/200] [Batch 65/938] [D loss: -7.020813] [G loss: -58.901859]\n",
      "[Epoch 34/200] [Batch 70/938] [D loss: -8.797073] [G loss: -53.689465]\n",
      "[Epoch 34/200] [Batch 75/938] [D loss: -7.957275] [G loss: -59.790966]\n",
      "[Epoch 34/200] [Batch 80/938] [D loss: -8.655067] [G loss: -62.673630]\n",
      "[Epoch 34/200] [Batch 85/938] [D loss: -8.612045] [G loss: -64.381721]\n",
      "[Epoch 34/200] [Batch 90/938] [D loss: -8.233925] [G loss: -67.888428]\n",
      "[Epoch 34/200] [Batch 95/938] [D loss: -9.780380] [G loss: -62.698006]\n",
      "[Epoch 34/200] [Batch 100/938] [D loss: -6.471825] [G loss: -64.233963]\n",
      "[Epoch 34/200] [Batch 105/938] [D loss: -5.763260] [G loss: -64.637344]\n",
      "[Epoch 34/200] [Batch 110/938] [D loss: -9.201077] [G loss: -64.503960]\n",
      "[Epoch 34/200] [Batch 115/938] [D loss: -7.997192] [G loss: -58.540955]\n",
      "[Epoch 34/200] [Batch 120/938] [D loss: -7.367580] [G loss: -54.023174]\n",
      "[Epoch 34/200] [Batch 125/938] [D loss: -7.013111] [G loss: -50.572994]\n",
      "[Epoch 34/200] [Batch 130/938] [D loss: -8.831326] [G loss: -46.417049]\n",
      "[Epoch 34/200] [Batch 135/938] [D loss: -8.141983] [G loss: -44.043446]\n",
      "[Epoch 34/200] [Batch 140/938] [D loss: -9.162292] [G loss: -42.351452]\n",
      "[Epoch 34/200] [Batch 145/938] [D loss: -6.661915] [G loss: -44.787163]\n",
      "[Epoch 34/200] [Batch 150/938] [D loss: -8.234978] [G loss: -45.937225]\n",
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      "[Epoch 34/200] [Batch 160/938] [D loss: -8.111492] [G loss: -43.561043]\n",
      "[Epoch 34/200] [Batch 165/938] [D loss: -8.027653] [G loss: -43.226688]\n",
      "[Epoch 34/200] [Batch 170/938] [D loss: -9.506058] [G loss: -40.662430]\n",
      "[Epoch 34/200] [Batch 175/938] [D loss: -8.240807] [G loss: -38.610619]\n",
      "[Epoch 34/200] [Batch 180/938] [D loss: -8.819084] [G loss: -40.801613]\n",
      "[Epoch 34/200] [Batch 185/938] [D loss: -10.405087] [G loss: -45.117184]\n",
      "[Epoch 34/200] [Batch 190/938] [D loss: -7.779099] [G loss: -48.566704]\n",
      "[Epoch 34/200] [Batch 195/938] [D loss: -9.389149] [G loss: -52.129524]\n",
      "[Epoch 34/200] [Batch 200/938] [D loss: -10.019829] [G loss: -50.695347]\n",
      "[Epoch 34/200] [Batch 205/938] [D loss: -10.672985] [G loss: -45.011532]\n",
      "[Epoch 34/200] [Batch 210/938] [D loss: -7.169209] [G loss: -48.793076]\n",
      "[Epoch 34/200] [Batch 215/938] [D loss: -11.480389] [G loss: -45.644360]\n",
      "[Epoch 34/200] [Batch 220/938] [D loss: -10.465450] [G loss: -49.633526]\n",
      "[Epoch 34/200] [Batch 225/938] [D loss: -8.655567] [G loss: -48.433350]\n",
      "[Epoch 34/200] [Batch 230/938] [D loss: -9.319592] [G loss: -46.956730]\n",
      "[Epoch 34/200] [Batch 235/938] [D loss: -8.859425] [G loss: -51.855061]\n",
      "[Epoch 34/200] [Batch 240/938] [D loss: -10.038143] [G loss: -46.687668]\n",
      "[Epoch 34/200] [Batch 245/938] [D loss: -9.598316] [G loss: -38.329170]\n",
      "[Epoch 34/200] [Batch 250/938] [D loss: -9.218006] [G loss: -31.989553]\n",
      "[Epoch 34/200] [Batch 255/938] [D loss: -9.344505] [G loss: -24.634300]\n",
      "[Epoch 34/200] [Batch 260/938] [D loss: -8.785706] [G loss: -20.776415]\n",
      "[Epoch 34/200] [Batch 265/938] [D loss: -10.109060] [G loss: -22.438072]\n",
      "[Epoch 34/200] [Batch 270/938] [D loss: -6.256290] [G loss: -23.002453]\n",
      "[Epoch 34/200] [Batch 275/938] [D loss: -10.310051] [G loss: -15.304875]\n",
      "[Epoch 34/200] [Batch 280/938] [D loss: -9.083258] [G loss: -22.720201]\n",
      "[Epoch 34/200] [Batch 285/938] [D loss: -10.193848] [G loss: -23.758183]\n",
      "[Epoch 34/200] [Batch 290/938] [D loss: -7.625252] [G loss: -23.448561]\n",
      "[Epoch 34/200] [Batch 295/938] [D loss: -8.702288] [G loss: -24.898355]\n",
      "[Epoch 34/200] [Batch 300/938] [D loss: -9.606441] [G loss: -33.144707]\n",
      "[Epoch 34/200] [Batch 305/938] [D loss: -6.596752] [G loss: -38.253372]\n",
      "[Epoch 34/200] [Batch 310/938] [D loss: -9.268936] [G loss: -46.601067]\n",
      "[Epoch 34/200] [Batch 315/938] [D loss: -9.084335] [G loss: -47.902260]\n",
      "[Epoch 34/200] [Batch 320/938] [D loss: -10.280365] [G loss: -52.012714]\n",
      "[Epoch 34/200] [Batch 325/938] [D loss: -10.406036] [G loss: -51.243996]\n",
      "[Epoch 34/200] [Batch 330/938] [D loss: -8.940536] [G loss: -61.015011]\n",
      "[Epoch 34/200] [Batch 335/938] [D loss: -10.317497] [G loss: -59.902718]\n",
      "[Epoch 34/200] [Batch 340/938] [D loss: -9.349133] [G loss: -56.809696]\n",
      "[Epoch 34/200] [Batch 345/938] [D loss: -9.264511] [G loss: -54.914280]\n",
      "[Epoch 34/200] [Batch 350/938] [D loss: -7.832512] [G loss: -65.236618]\n",
      "[Epoch 34/200] [Batch 355/938] [D loss: -10.821404] [G loss: -68.562927]\n",
      "[Epoch 34/200] [Batch 360/938] [D loss: -8.279236] [G loss: -69.799652]\n",
      "[Epoch 34/200] [Batch 365/938] [D loss: -10.952217] [G loss: -66.460785]\n",
      "[Epoch 34/200] [Batch 370/938] [D loss: -10.692490] [G loss: -72.643951]\n",
      "[Epoch 34/200] [Batch 375/938] [D loss: -7.023819] [G loss: -75.192322]\n",
      "[Epoch 34/200] [Batch 380/938] [D loss: -7.839844] [G loss: -72.732498]\n",
      "[Epoch 34/200] [Batch 385/938] [D loss: -9.739281] [G loss: -75.021080]\n",
      "[Epoch 34/200] [Batch 390/938] [D loss: -8.920143] [G loss: -78.679474]\n",
      "[Epoch 34/200] [Batch 395/938] [D loss: -9.687874] [G loss: -75.526871]\n",
      "[Epoch 34/200] [Batch 400/938] [D loss: -6.833519] [G loss: -79.418060]\n",
      "[Epoch 34/200] [Batch 405/938] [D loss: -8.066559] [G loss: -79.511566]\n",
      "[Epoch 34/200] [Batch 410/938] [D loss: -6.986923] [G loss: -74.016823]\n",
      "[Epoch 34/200] [Batch 415/938] [D loss: -8.765953] [G loss: -73.758072]\n",
      "[Epoch 34/200] [Batch 420/938] [D loss: -7.811607] [G loss: -66.663330]\n",
      "[Epoch 34/200] [Batch 425/938] [D loss: -7.501209] [G loss: -59.100838]\n",
      "[Epoch 34/200] [Batch 430/938] [D loss: -4.506531] [G loss: -63.056084]\n",
      "[Epoch 34/200] [Batch 435/938] [D loss: -9.651363] [G loss: -56.049152]\n",
      "[Epoch 34/200] [Batch 440/938] [D loss: -8.814449] [G loss: -59.426674]\n",
      "[Epoch 34/200] [Batch 445/938] [D loss: -10.177898] [G loss: -60.050575]\n",
      "[Epoch 34/200] [Batch 450/938] [D loss: -7.998611] [G loss: -57.565720]\n",
      "[Epoch 34/200] [Batch 455/938] [D loss: -8.301689] [G loss: -53.008545]\n",
      "[Epoch 34/200] [Batch 460/938] [D loss: -8.650818] [G loss: -51.308659]\n",
      "[Epoch 34/200] [Batch 465/938] [D loss: -8.662640] [G loss: -51.741051]\n",
      "[Epoch 34/200] [Batch 470/938] [D loss: -6.329411] [G loss: -50.863914]\n",
      "[Epoch 34/200] [Batch 475/938] [D loss: -5.432766] [G loss: -50.779793]\n",
      "[Epoch 34/200] [Batch 480/938] [D loss: -5.908253] [G loss: -49.060635]\n",
      "[Epoch 34/200] [Batch 485/938] [D loss: -6.893616] [G loss: -41.367794]\n",
      "[Epoch 34/200] [Batch 490/938] [D loss: -4.296127] [G loss: -45.568909]\n",
      "[Epoch 34/200] [Batch 495/938] [D loss: -7.602112] [G loss: -46.111462]\n",
      "[Epoch 34/200] [Batch 500/938] [D loss: -3.434669] [G loss: -43.384224]\n",
      "[Epoch 34/200] [Batch 505/938] [D loss: -5.457787] [G loss: -38.972309]\n",
      "[Epoch 34/200] [Batch 510/938] [D loss: -5.444553] [G loss: -39.383148]\n",
      "[Epoch 34/200] [Batch 515/938] [D loss: -3.510128] [G loss: -45.781258]\n",
      "[Epoch 34/200] [Batch 520/938] [D loss: -6.144722] [G loss: -46.021408]\n",
      "[Epoch 34/200] [Batch 525/938] [D loss: -5.273769] [G loss: -48.273415]\n",
      "[Epoch 34/200] [Batch 530/938] [D loss: -5.197514] [G loss: -44.900200]\n",
      "[Epoch 34/200] [Batch 535/938] [D loss: -8.042683] [G loss: -52.757767]\n",
      "[Epoch 34/200] [Batch 540/938] [D loss: -5.855465] [G loss: -60.164055]\n",
      "[Epoch 34/200] [Batch 545/938] [D loss: -5.853691] [G loss: -65.544334]\n",
      "[Epoch 34/200] [Batch 550/938] [D loss: -5.754753] [G loss: -71.407997]\n",
      "[Epoch 34/200] [Batch 555/938] [D loss: -5.384621] [G loss: -76.701691]\n",
      "[Epoch 34/200] [Batch 560/938] [D loss: -4.470222] [G loss: -79.130295]\n",
      "[Epoch 34/200] [Batch 565/938] [D loss: -7.042435] [G loss: -80.828400]\n",
      "[Epoch 34/200] [Batch 570/938] [D loss: -3.167473] [G loss: -84.101990]\n",
      "[Epoch 34/200] [Batch 575/938] [D loss: -6.135277] [G loss: -93.373779]\n",
      "[Epoch 34/200] [Batch 580/938] [D loss: -5.033966] [G loss: -97.415451]\n",
      "[Epoch 34/200] [Batch 585/938] [D loss: -4.771011] [G loss: -93.575935]\n",
      "[Epoch 34/200] [Batch 590/938] [D loss: -6.232925] [G loss: -94.424118]\n",
      "[Epoch 34/200] [Batch 595/938] [D loss: -6.788284] [G loss: -100.992699]\n",
      "[Epoch 34/200] [Batch 600/938] [D loss: -6.544609] [G loss: -109.216194]\n",
      "[Epoch 34/200] [Batch 605/938] [D loss: -6.244217] [G loss: -112.039902]\n",
      "[Epoch 34/200] [Batch 610/938] [D loss: -2.432877] [G loss: -108.619324]\n",
      "[Epoch 34/200] [Batch 615/938] [D loss: -4.351173] [G loss: -111.727509]\n",
      "[Epoch 34/200] [Batch 620/938] [D loss: -4.978241] [G loss: -116.472855]\n",
      "[Epoch 34/200] [Batch 625/938] [D loss: -6.195831] [G loss: -125.869125]\n",
      "[Epoch 34/200] [Batch 630/938] [D loss: -5.875488] [G loss: -132.183289]\n"
     ]
    }
   ],
   "source": [
    "import argparse\n",
    "import os\n",
    "import numpy as np\n",
    "import math\n",
    "import sys\n",
    "\n",
    "import torchvision.transforms as transforms\n",
    "from torchvision.utils import save_image\n",
    "\n",
    "from torch.utils.data import DataLoader\n",
    "from torchvision import datasets\n",
    "from torch.autograd import Variable\n",
    "\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch\n",
    "\n",
    "os.makedirs(\"images\", exist_ok=True)\n",
    "\n",
    "parser = argparse.ArgumentParser()\n",
    "parser.add_argument(\"--n_epochs\", type=int, default=200, help=\"number of epochs of training\")\n",
    "parser.add_argument(\"--batch_size\", type=int, default=64, help=\"size of the batches\")\n",
    "parser.add_argument(\"--lr\", type=float, default=0.00005, help=\"learning rate\")\n",
    "parser.add_argument(\"--n_cpu\", type=int, default=8, help=\"number of cpu threads to use during batch generation\")\n",
    "parser.add_argument(\"--latent_dim\", type=int, default=100, help=\"dimensionality of the latent space\")\n",
    "parser.add_argument(\"--img_size\", type=int, default=28, help=\"size of each image dimension\")\n",
    "parser.add_argument(\"--channels\", type=int, default=1, help=\"number of image channels\")\n",
    "parser.add_argument(\"--n_critic\", type=int, default=5, help=\"number of training steps for discriminator per iter\")\n",
    "parser.add_argument(\"--clip_value\", type=float, default=0.1, help=\"lower and upper clip value for disc. weights\")\n",
    "parser.add_argument(\"--sample_interval\", type=int, default=400, help=\"interval betwen image samples\")\n",
    "opt = parser.parse_args(args=[])\n",
    "print(opt)\n",
    "\n",
    "img_shape = (opt.channels, opt.img_size, opt.img_size)\n",
    "\n",
    "cuda = True if torch.cuda.is_available() else False\n",
    "\n",
    "\n",
    "class Generator(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(Generator, self).__init__()\n",
    "\n",
    "        def block(in_feat, out_feat, normalize=True):\n",
    "            layers = [nn.Linear(in_feat, out_feat)]\n",
    "            if normalize:\n",
    "                layers.append(nn.BatchNorm1d(out_feat, 0.8))\n",
    "            layers.append(nn.LeakyReLU(0.2, inplace=True))\n",
    "            return layers\n",
    "\n",
    "        self.model = nn.Sequential(\n",
    "            *block(opt.latent_dim, 128, normalize=False),\n",
    "            *block(128, 256),\n",
    "            *block(256, 512),\n",
    "            *block(512, 1024),\n",
    "            nn.Linear(1024, int(np.prod(img_shape))),\n",
    "            nn.Tanh()\n",
    "        )\n",
    "\n",
    "    def forward(self, z):\n",
    "        img = self.model(z)\n",
    "        img = img.view(img.shape[0], *img_shape)\n",
    "        return img\n",
    "\n",
    "\n",
    "class Discriminator(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(Discriminator, self).__init__()\n",
    "\n",
    "        self.model = nn.Sequential(\n",
    "            nn.Linear(int(np.prod(img_shape)), 512),\n",
    "            nn.LeakyReLU(0.2, inplace=True),\n",
    "            nn.Linear(512, 256),\n",
    "            nn.LeakyReLU(0.2, inplace=True),\n",
    "            nn.Linear(256, 1),\n",
    "        )\n",
    "\n",
    "    def forward(self, img):\n",
    "        img_flat = img.view(img.shape[0], -1)\n",
    "        validity = self.model(img_flat)\n",
    "        return validity\n",
    "\n",
    "\n",
    "# Initialize generator and discriminator\n",
    "generator = Generator()\n",
    "discriminator = Discriminator()\n",
    "\n",
    "if cuda:\n",
    "    generator.cuda()\n",
    "    discriminator.cuda()\n",
    "\n",
    "# Configure data loader\n",
    "os.makedirs(\"../../data/mnist\", exist_ok=True)\n",
    "dataloader = torch.utils.data.DataLoader(\n",
    "    datasets.MNIST(\n",
    "        \"../../data/mnist\",\n",
    "        train=True,\n",
    "        download=True,\n",
    "        transform=transforms.Compose([transforms.ToTensor(), transforms.Normalize([0.5], [0.5])]),\n",
    "    ),\n",
    "    batch_size=opt.batch_size,\n",
    "    shuffle=True,\n",
    ")\n",
    "\n",
    "# Optimizers\n",
    "optimizer_G = torch.optim.RMSprop(generator.parameters(), lr=opt.lr)\n",
    "optimizer_D = torch.optim.RMSprop(discriminator.parameters(), lr=opt.lr)\n",
    "\n",
    "Tensor = torch.cuda.FloatTensor if cuda else torch.FloatTensor\n",
    "\n",
    "# ----------\n",
    "#  Training\n",
    "# ----------\n",
    "\n",
    "batches_done = 0\n",
    "for epoch in range(opt.n_epochs):\n",
    "\n",
    "    for i, (imgs, _) in enumerate(dataloader):\n",
    "\n",
    "        # Configure input\n",
    "        real_imgs = Variable(imgs.type(Tensor))\n",
    "\n",
    "        # ---------------------\n",
    "        #  Train Discriminator\n",
    "        # ---------------------\n",
    "\n",
    "        optimizer_D.zero_grad()\n",
    "\n",
    "        # Sample noise as generator input\n",
    "        z = Variable(Tensor(np.random.normal(0, 1, (imgs.shape[0], opt.latent_dim))))\n",
    "\n",
    "        # Generate a batch of images\n",
    "        fake_imgs = generator(z).detach()\n",
    "        # Adversarial loss\n",
    "        loss_D = -torch.mean(discriminator(real_imgs)) + torch.mean(discriminator(fake_imgs))\n",
    "\n",
    "        loss_D.backward()\n",
    "        optimizer_D.step()\n",
    "\n",
    "        # Clip weights of discriminator\n",
    "        for p in discriminator.parameters():\n",
    "            p.data.clamp_(-opt.clip_value, opt.clip_value)\n",
    "\n",
    "        # Train the generator every n_critic iterations\n",
    "        if i % opt.n_critic == 0:\n",
    "\n",
    "            # -----------------\n",
    "            #  Train Generator\n",
    "            # -----------------\n",
    "\n",
    "            optimizer_G.zero_grad()\n",
    "\n",
    "            # Generate a batch of images\n",
    "            gen_imgs = generator(z)\n",
    "            # Adversarial loss\n",
    "            loss_G = -torch.mean(discriminator(gen_imgs))\n",
    "\n",
    "            loss_G.backward()\n",
    "            optimizer_G.step()\n",
    "\n",
    "            print(\n",
    "                \"[Epoch %d/%d] [Batch %d/%d] [D loss: %f] [G loss: %f]\"\n",
    "                % (epoch, opt.n_epochs, batches_done % len(dataloader), len(dataloader), loss_D.item(), loss_G.item())\n",
    "            )\n",
    "\n",
    "        if batches_done % opt.sample_interval == 0:\n",
    "            save_image(gen_imgs.data[:25], \"images/%d.png\" % batches_done, nrow=5, normalize=True)\n",
    "        batches_done += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "97599548-7c3d-47c8-be97-c77e25b9610f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "imgs[0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e3f19620-105c-40e6-a8c7-15c662c94aa2",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "for i in generator.parameters():\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2cfe5121-23f5-43c2-8c04-612a29237ae1",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "i.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1b704f57-a96c-4d74-99e8-46657c370611",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "i.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "829bdb5d-0261-4604-832b-221c9cbf9c12",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in discriminator.parameters():\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ef1165c0-a19f-4a3a-831f-4121854ce540",
   "metadata": {},
   "outputs": [],
   "source": [
    "i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ffcb8d2f-40c3-4720-ace9-d989ba31c8fb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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